{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/jermwatt/machine_learning_refined/blob/main/notes/10_Nonlinear_intro/10_4_Twoclass.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chapter 10: Nonlinear Learning and Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains interactive content from an early draft of the university textbook <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main\">\n",
    "Machine Learning Refined (2nd edition) </a>.\n",
    "\n",
    "The final draft significantly expands on this content and is available for <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main/chapter_pdfs\"> download as a PDF here</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 10.4 Nonlinear Two-Class Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this Section we introduce the general framework of nonlinear classification, along with a number of elementary examples.  These examples are all low dimensional, allowing us to visually examine patterns in the data and propose appropriate nonlinearities, which we can (as we will see) very quickly inject into our linear supervised paradigm to produce nonlinear classifications.  As in the prior Sections, in doing we are performing nonlinear feature engineering for the two-class classification paradigm.  Just as with the previous Section by walking through these examples we flush out a number important concepts in concrete terms, coding principles, and jargon-terms in a relatively simple environment that will be omnipresent in our discussion of nonlinear learning going forward."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: github-clone in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (1.2.0)\n",
      "Requirement already satisfied: requests>=2.20.0 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (2.32.3)\n",
      "Requirement already satisfied: docopt>=0.6.2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (0.6.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2024.12.14)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "chapter_10_datasets already cloned!\n",
      "chapter_10_library already cloned!\n",
      "chapter_10_images already cloned!\n"
     ]
    }
   ],
   "source": [
    "# install github clone - allows for easy cloning of subdirectories\n",
    "!pip install github-clone\n",
    "from pathlib import Path \n",
    "\n",
    "# clone datasets\n",
    "if not Path('chapter_10_datasets').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/10_Nonlinear_intro/chapter_10_datasets\n",
    "else:\n",
    "    print('chapter_10_datasets already cloned!')\n",
    "\n",
    "# clone library subdirectory\n",
    "if not Path('chapter_10_library').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/10_Nonlinear_intro/chapter_10_library\n",
    "else:\n",
    "    print('chapter_10_library already cloned!')\n",
    "\n",
    "# clone images\n",
    "if not Path('chapter_10_images').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/10_Nonlinear_intro/chapter_10_images\n",
    "else:\n",
    "    print('chapter_10_images already cloned!')\n",
    "        \n",
    "# append path for local library, data, and image import\n",
    "import sys\n",
    "sys.path.append('./chapter_10_library') \n",
    "\n",
    "# import section helper\n",
    "import section_10_4_helpers\n",
    "\n",
    "# dataset paths\n",
    "data_path_1 = \"chapter_10_datasets/2d_classification_data_v1.csv\"\n",
    "data_path_2 = \"chapter_10_datasets/signed_projectile.csv\"\n",
    "data_path_3 = \"chapter_10_datasets/ellipse_2class_data.csv\"\n",
    "\n",
    "# image paths\n",
    "image_path_1 = \"chapter_10_images/10_3.png\"\n",
    "image_path_2 = \"chapter_10_images/1d_logistic_linear.png\"\n",
    "image_path_3 = \"chapter_10_images/1d_logistic_quadratic.png\"\n",
    "\n",
    "# standard imports\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "import IPython, copy\n",
    "from IPython.display import Image\n",
    "\n",
    "# import autograd-wrapped numpy\n",
    "import autograd.numpy as np\n",
    "\n",
    "# this is needed to compensate for matplotlib notebook's tendancy to blow up images when plotted inline\n",
    "%matplotlib inline\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.autolayout'] = True\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Modeling principles  of linear two class classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While we employed a *linear* model in deriving linear two-class classification in Chapter 6, this linearity was simply an *assumption* about the sort of boundary that (in general) largely distinguishe two classes of data.  Our assumption of a linear boundary translates precisely to the linear model \n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}\\left(\\mathbf{x},\\mathbf{w}\\right) = \\mathring{\\mathbf{x}}_{\\,}^T\\mathbf{w}^{\\,} \n",
    "\\end{equation}\n",
    "\n",
    "where here we use the same compact notation here as in e.g., [Section 10.2.1](https://jermwatt.github.io/machine_learning_refined/notes/10_Nonlinear_intro/10_2_Regression.html).  Our linear decision boundary  - employing by default label values $y_p \\in \\left\\{-1,+1\\right\\}$ - then lies precisely where this formula (for a fixed set of parameters) for input $\\mathbf{x}$ where $\\mathring{\\mathbf{x}}_{\\,}^T\\mathbf{w}^{\\,}  = 0$ and label predictions are made (see [Section 6.3](https://jermwatt.github.io/machine_learning_refined/notes/6_Linear_twoclass_classification/6_3_Softmax.html)) as\n",
    "\n",
    "\\begin{equation}\n",
    "y = \\text{sign}\\left(\\mathring{\\mathbf{x}}_{\\,}^T\\mathbf{w}^{\\,}\\right).\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To tune the set of weights properly for a given dataset we must minimize a proper two-class classification cost function like e.g., the Softmax / Cross-Entropy\n",
    "\n",
    "\\begin{equation}\n",
    " g\\left(\\mathbf{w}\\right) = \\frac{1}{P}\\sum_{p=1}^{P} \\text{log}\\left(1 + e^{-y_p  \\mathring{\\mathbf{x}}_{p}^T \\mathbf{w}}\\right).\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Modeling principles  of nonlinear two class classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However like the linear assumption made with regression, this was simply an assumption - we can just as easily assume *nonlinear* models / decision boundaries and derive precisely the same cost functions we arrived at there.  In other words while we employed a *linear* model throughout Chapter 6 in deriving two-class classification schemes we could have just as well use any *nonlinear* model of the general form we have employed throughout this Chapter \n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}\\left(\\mathbf{x},\\Theta\\right) = w_0 + f_1\\left(\\mathbf{x}\\right){w}_{1} +  f_2\\left(\\mathbf{x}\\right){w}_{2} + \\cdots + f_B\\left(\\mathbf{x}\\right)w_B\n",
    "\\end{equation}\n",
    "\n",
    "where $f_1,\\,f_2,\\,...\\,f_B$ are nonlinear parameterized or unparameterized functions - or *feature transformations* - and $w_0$ through $w_B$ (along with any additional weights internal to the nonlinear functions) are represented in the weight set $\\Theta$ and must be tuned properly.  We can express this - using the same compact notation introduced in 10.1.2 - equivalently as \n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}\\left(\\mathbf{x},\\Theta\\right) = \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{w}.\n",
    "\\end{equation}\n",
    "\n",
    "In complete analogy to the linear case, here our decision boundary consists of all inputs $\\mathbf{x}$ where $\\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{w} = 0$ and likewise predictions are made as\n",
    "\n",
    "\\begin{equation}\n",
    "y = \\text{sign}\\left(\\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{w}\\right).\n",
    "\\end{equation}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<figure>\n",
    "<p>\n",
    "</p>\n",
    "<figcaption> <strong>Figure:</strong> <em> \n",
    "(left) Linear two-class classification illustrated. Here the separating boundary is defined by $\\mathring{\\mathbf{x}}_{\\,}^T\\mathbf{w}^{\\,}=0$. (right) Nonlinear two-class classification is achieved by injecting nonlinear feature transformations into our model in precisely the same way we did in Section 10.2 with nonlinear regression. Here the separating boundary is a nonlinear curve defined by $\\mathring{\\mathbf{f}}_{\\,}^T\\mathbf{w}^{\\,}=0$.\n",
    "    \n",
    "</em>\n",
    "</figcaption>\n",
    "</figure>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Likewise to properly tune the paramters of $\\Theta$ we must minimize a proper cost function with respect to it, like e.g., the Softmax cost\n",
    "\n",
    "\n",
    "\\begin{equation}\n",
    " g\\left(\\Theta\\right) = \\frac{1}{P}\\sum_{p=1}^{P} \\text{log}\\left(1 + e^{-y_p  \\mathring{\\mathbf{f}}_{p}^T \\mathbf{w}}\\right).\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Feature engineering examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "In rare cases like e.g., for some low-dimensional datasets we can fairly easily engineer a proper set of nonlinear features for two-class classification 'by eye', that is by examining a dataset visually.  Below we explore several such examples. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#a50e3e;\">Example 1. </span> Linear classification "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start lets re-examine the basic instance of linear classification through the lens of feature engineering.  Below we load in a simple single input dataset two class dataset with label values that is linearly separable (with only one input dimension this that the two classes are perfectly separable by linear decision boundary that is just a point)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load data\n",
    "data = np.loadtxt(data_path_1,delimiter = ',')\n",
    "\n",
    "# load in input/output data\n",
    "x = data[:-1,:]\n",
    "y = data[-1:,:] \n",
    "\n",
    "# plot dataset\n",
    "demo = section_10_4_helpers.ClassificationVisualizer(data)\n",
    "demo.plot_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we would use our standard linear model \n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}\\left(x,\\mathbf{w}_{\\!}\\right) = w_0 + xw_1.\n",
    "\\end{equation}\n",
    "\n",
    "Although we did not explicitly call it such until this Chapter, here we are employing the simple *linear* feature transformation\n",
    "\n",
    "\\begin{equation}\n",
    "f\\left(x\\right) = x\n",
    "\\end{equation}\n",
    "\n",
    "and in this notation our `model` is then equivalently\n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}\\left(x,\\Theta\\right) = w_0 + f\\left(x\\right)w_{1\\,}.\n",
    "\\end{equation}\n",
    "\n",
    "Note here that the weight set $\\Omega = \\left\\{\\mathbf{w}\\right\\}$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we perform a run of gradient descent to minimize the Softmax cost on this dataset - first performing standard normalization on the input as detailed in [Section 9.3](https://jermwatt.github.io/machine_learning_refined/notes/9_Feature_engineer_select/9_3_Scaling.html).  This means (as detailed in the previous Section as well) that we can actually think of the normalization as being a part of the feature transformation itself, and write it formally as\n",
    "\n",
    "\\begin{equation}\n",
    "f\\left(x \\right) = \\frac{x - \\mu}{\\sigma}\n",
    "\\end{equation}\n",
    "\n",
    "where $\\mu$ and $\\sigma$ are the mean and standard deviation of the dataset's input.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then plot the hyperbolic tangent correspnoding to those weights providing the lowest cost function value during the run, as we do below.  The fit does indeed match the behavior of the dataset well and its linear decision boundary does indeed separate the two classes completely."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the trivial linear feature transformation\n",
    "def feature_transforms(x):      \n",
    "    return x\n",
    "\n",
    "# parameters for our two runs of gradient descent\n",
    "w = 0.1*np.random.randn(2,1); max_its = 500; alpha_choice = 10**(2)\n",
    "\n",
    "# run on normalized data\n",
    "run = section_10_4_helpers.BaseSetup(x,y,feature_transforms,'softmax',normalize = 'standard')\n",
    "run.fit(w=w,alpha_choice = alpha_choice,max_its = max_its)\n",
    "\n",
    "# pluck out best weights - those that provided lowest cost, \n",
    "# and plot resulting fit\n",
    "ind = np.argmin(run.cost_history)\n",
    "w_best = run.weight_history[ind]\n",
    "demo.plot_fit(w_best,run.model,normalizer = run.normalizer);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### <span style=\"color:#a50e3e;\">Example 2. </span>  A one dimensional example of nonlinear classification "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "In discussing classification through the lens of logistic regression in [Section 6.2](https://jermwatt.github.io/machine_learning_refined/notes/6_Linear_twoclass_classification/6_2_Cross_entropy.html), we saw how linear classification can be thought of as a particular instance of nonlinear regression.  In particular how from this perspective we aim at fitting a curve (or surface in higher dimensions) that consists of a linear combination of our input shoved through the `tanh` function.  For $N=1$ dimensional input this regression looks like\n",
    "\n",
    "\\begin{equation}\n",
    "\\text{tanh}\\left(w_0^{\\,} + {x}_p {w}_{1}^{\\,}\\right) \\approx y_p.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Here our `model` is the simple linear one\n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}(x,\\mathbf{w}) =  w_0 +_{\\,} x_{\\,}w_1.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "With classification this function defines the linear decision boundary - a single point in this instance - where $\\text{model}(x,\\mathbf{w}) = 0$.  After tuning our weights properly by e.g., minimizing the softmax cost function, this decision boundary provides us with predicted labels for every possible input.  In particular if $\\text{model}(x,\\mathbf{w}) > 0$ then $x$ assigned to $+1$ class, if $\\text{model}(x,\\mathbf{w}) < 0$ assigned to $-1$ class.  This is illustrated in the Figure below.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ECBAgQIAAAQIECBAgQKAQAu8TGChEO6skAQIECBAgQIAAAQIECBAgQIAAAQIECBDIBQQG3AgECBAgQIAAAQIECBAgQIAAAQIECBAgQKBAAgIDBWpsVSVAgAABAgQIECBAgAABAgQIECBAgAABAgID7gECBAgQIECAAAECBAgQIECAAAECBAgQIFAgAYGBAjW2qhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAYEB9wABAgQIECBAgAABAgQIECBAgAABAgQIECiQgMBAgRpbVQkQIECAAAECBAgQIECAAAECBAgQIECAgMCAe4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBRIQGCgQI2tqgQIECBAgAABAgQIECBAgAABAgQIECBAQGDAPUCAAAECBAgQIECAAAECBAgQIECAAAECBAokIDBQoMZWVQIECBAgQIAAAQIECBAgQIAAAQIECBAgIDDgHiBAgAABAgQIECBAgAABAgQIECBAgAABAgUSEBgoUGOrKgECBAgQIECAAAECBAgQIECAAAECBAgQEBhwDxAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQIJCAwUqLFVlQABAgQIECBAgAABAgQIECBAgAABAgQICAy4BwgQIECAAAECBAgQIECAAAECBAgQIECAQIEEBAYK1NiqSoAAAQIECBAgQIAAAQIECBAgQIAAAQIEBAbcAwQIECBAgAABAgQIECBAgAABAgQIECBAoEACAgMFamxVJUCAAAECBAgQIECAAAECBAgQIECAAAECAgPuAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUCABgYECNbaqEiBAgAABAgQIECBAgAABAgQIECBAgAABgQH3AAECBAgQIECAAAECBAgQIECAAAECBAgQKJCAwECBGltVCRAgQIAAAQIECBAgQIAAAQIECBAgQICAwIB7gAABAgQIECBAgAABAgQIECBAgAABAgQIFEhAYKBAja2qBAgQIECAAAECBAgQIECAAAECBAgQIEBAYMA9QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECiQgMFCgxlbVzhb497//nR566KE0//zzp0UXXbSzK6P0BAgQIECAAAECBAgQIECAAAECBAgMm4DAwLDRuzCBvgucfvrp6ZBDDknzzjtveuqpp9Lqq6+efve736UVVlih15O899576aijjkrPPPNMOuaYY9I888zTa347CRAgQIAAAQIECBAgQIAAAQIECBDofgGBge5vYzXscIGzzjorHXHEEemCCy5Iq6yySjr33HPThAkT0korrZTuueeeNHLkyIY1jGDAt771rXx/BBI++9nPNsxrBwECBAgQIECAAAECBAgQIECAAAECxRAQGChGO6tlhwrcd999acstt0y33357WmKJJfJaTJ48OW244Yb5+yuuuCJts802DWu32Wabpeuuuy7ff/XVV6ctttiiYV47CBAgQIAAAQIECBAgQIAAAQIECBAohoDAQDHaWS07VGD8+PHpc5/7XPrKV75SqcGZZ56Zdt999/zz8ccfn772ta9V9lW/effdd/P1CN588800++yzp5dfftlUQtVA3hMgQIAAAQIECBAgQIAAAQIECBAoqIDAQEEbXrXbX2DKlCn5aIFYH2DOOeesFHi//fZLEydOzD+fffbZadddd63sq34Tx0dgIdJ6662Xbrvtturd3hMgQIAAAQIECBAgQIAAAQIECBAgUFABgYGCNrxqt7/AXnvtlWabbbZ0yimnVAobiwmPHTs2Pffcc+l973tfmjZtWlpsscUq+6vfHHfccemb3/xmvilejz322Ord3hMgQIAAAQIECBAgQIAAAQIECBAgUFABgYGCNrxqt7/AwgsvnCZNmpQ23njjSmH/9Kc/pY997GP551g/4Jprrqnsq32z4447pksuuSTffPHFF6cddtihNovPBAgQIECAAAECBAgQIECAAAECBAgUUEBgoICNrsqdIVBeLDhGBpTTnnvumc4444z846mnnpr23nvv8q4er6VSKS200ELphRdeyEcWPP/882nMmDE98vhAgAABAgQIECBAgAABAgQIECBAgEAxBQQGitnuat2BAm+//XZaZJFF0quvvppGjRqVYu2B0aNH163J3/72t7TKKqvk++L13nvvrZvPRgIECBAgQIAAAQIECBAgQIAAAQIEiicgMFC8NlfjDhW47LLL0vbbb5+XPqYJuuiiixrW5OSTT077779/vv+AAw5IJ554YsO8dhAgQIAAAQIECBAgQIAAAQIECBAgUCwBgYFitbfadrDAfvvtlyZOnJjXoLdphCLDbrvtls4+++w87+9///s0YcKE/L3/CBAgQIAAAQIECBAgQIAAAQIECBAgIDDgHiDQIQKLL754evrpp/M1A5566qk0duzYhiVfcskl07Rp0/L9kXexxRZrmNcOAgQIECBAgAABAgQIECBAgAABAgSKJSAwUKz2VtsOFXj88cfTsssum5d+3Lhx6YEHHmhYk+q8yy23XHrkkUca5rWDAAECBAgQIECAAAECBAgQIECAAIHiCQgMFK/N1bgDBSZNmpQ+/elP5yXfbrvt0qWXXtqwFmeeeWbafffd8/177rlnOu200xrmtYMAAQIECBAgQIAAAQIECBAgQIAAgeIJCAwUr83VuAMFjj/++HTQQQflJf/GN76RjjvuuIa16M9aBA1PYgcBAgQIECBAgAABAgQIECBAgAABAl0rIDDQtU2rYt0kEIGAb37zm3mVTj755PTFL36xYfU+9KEPpQcffDDf/9BDD6UVVlihYV47CBAgQIAAAQIECBAgQIAAAQIECBAonoDAQPHaXI07UOCqq65KW2+9dV7y008/Pe2xxx51a3H11VenrbbaKt8XixPHYsUSAQIECBAgQIAAAQIECBAgQIAAAQIEqgUEBqo1vCfQpgLPPPNMio7+UqmUDj300HT00UfPVNLnnnsurbXWWmnatGn5vliT4Nxzz50pnw0ECBAgQIAAAQIECBAgQIAAAQIECBRbQGCg2O2v9h0kEFMJxZRCyyyzTLrnnnvSfPPNVyn9/fffnz71qU/lQYFXX301337CCSekAw88sJLHGwIECBAgQIAAAQIECBAgQIAAAQIECISAwID7gECHCLzzzjtpwoQJ6cILL0zrrLNO2nfffdOcc86Zrr322vxfLFAcowliXYFIETxYbbXVOqR2ikmAAAECBAgQIECAAAECBAgQIECAwFAJCAwMlbTrEGiSwM0335wuuOCCPACw4IILpg033DBts802afr06Wn55ZfPr7L44ounqVOnphEjRjTpqk5DgAABAgQIECBAgAABAgQIECBAgEC3CAgMdEtLqkfhBU466aR0wAEH5A4/+MEP0mGHHVZ4EwAECBAgQIAAAQIECBAgQIAAAQIECMwsIDAws4ktBNpKIBYefvjhh/Ppg+aYY46GZdt8883zKYVmm2229MQTT6QYNSARIECAAAECBAgQIECAAAECBAgQIECgVkBgoFbEZwJtJHDllVemnXfeOb355ptp/Pjx6dZbb61buvvuuy+tuuqq+b5PfOIT+ToEdTPaSIAAAQIECBAgQIAAAQIECBAgQIBA4QUEBgp/CwBoZ4EVV1wxPfDAA3kRY7RABAjqrRuwww47pEsvvTSNGTMmTZkypbLWQDvXTdkIECBAgAABAgQIECBAgAABAgQIEBgeAYGB4XF3VQKzFIjFhOeaa65UKpXyvDvttFP6wx/+MNNxsRDxpz71qRRTCMUIgy233HKmPDYQIECAAAECBAgQIECAAAECBAgQIECgLCAwUJbwSqANBcaOHZuPAthqq63yxYRHjx7do5TXXnttitECb7zxRvrpT3+aDjrooB77fSBAgAABAgQIECBAgAABAgQIECBAgECtgMBArYjPBNpI4Otf/3q6++6705///Oc0cuTIHiWL0QExUmDuuedOJ5xwQtp111177PeBAAECBAgQIECAAAECBAgQIECAAAEC9QQEBuqp2EagTQRiOqEdd9wxTZ06NX3xi1/M1w548skn02WXXZauuOKKfGHiE088MS288MJtUmLFIECAAAECBAgQIECAAAECBAgQIECg3QUEBtq9hZSPQCYQgYCrr746Pfroo2ncuHFp/fXXz/8tueSSfAgQIECAAAECBAgQIECAAAECBAgQINAvAYGBfnHJTIAAAQIECBAgQIAAAQIECBAgQIAAAQIEOltAYKCz20/pCRAgQIAAAQIECBAgQIAAAQIECBAgQIBAvwQEBvrFJTMBAgQIECBAgAABAgQIECBAgAABAgQIEOhsAYGBzm4/pSdAgAABAgQIECBAgAABAgQIECBAgAABAv0SEBjoF5fMBAgQIECAAAECBAgQIECAAAECBAgQIECgswUEBjq7/ZSeAAECBAgQIECAAAECBAgQIECAAAECBAj0S0BgoF9cMhMgQIAAAQIECBAgQIAAAQIECBAgQIAAgc4WEBjo7PZTegIECBAgQIAAAQIECBAgQIAAAQIECBAg0C8BgYF+cclMgAABAgQIECBAgAABAgQIECBAgAABAgQ6W0BgoLPbT+kJECBAgAABAgQIECBAgAABAgQIECBAgEC/BAQG+sUlMwECBAgQIECAAAECBAgQIECAAAECBAgQ6GwBgYHObj+lJ0CAAAECBAgQIECAAAECBAgQIECAAAEC/RIQGOgXl8wECBAgQIAAAQIECBAgQIAAAQIECBAgQKCzBQQGOrv9lJ4AAQIECBAgQIAAAQIECBAgQIAAAQIECPRLQGCgX1wyEyBAgAABAgQIECBAgAABAgQIECBAgACBzhYQGOjs9lN6AgQIECBAgAABAgQIECBAgAABAgQIECDQLwGBgX5xyUyAAAECBAgQIECAAAECBAgQIECAAAECBDpbQGCgs9tP6QkQIECAAAECBAgQIECAAAECBAgQIECAQL8EBAb6xSUzAQIECBAgQIAAAQIECBAgQIAAAQIECBDobAGBgc5uP6UnQIAAAQIECBAgQIAAAQIECBAgQIAAAQL9EhAY6BeXzAQIECBAgAABAgQIECBAgAABAgQIECBAoLMFBAY6u/2UvuACr7zySi4w//zzF1xC9QkQIECAAAECBAgQIECAAAECBAgQ6KuAwEBfpeQj0IYCRxxxRF6q73//+21YOkUiQIAAAQIECBAgQIAAAQIECBAgQKAdBQQG2rFVlIlAHwRitMAyyyyT53z88ceTUQN9QJOFAAECBAgQIECAAAECBAgQIECAAIEkMOAmINChAjFa4LDDDstLf/jhhyejBjq0IRWbAAECBAgQIECAAAECBAgQIECAwBALCAwMMbjLEWiGQHm0wMsvv5yfbvTo0cmogWbIOgcBAgQIECBAgAABAgQIECBAgACB7hcQGOj+NlbDLhSoHi1Qrp5RA2UJrwQIECBAgAABAgQIECBAgAABAgQI9CYgMNCbjn0E2lCgdrRAuYhGDZQlvBIgQIAAAQIECBAgQIAAAQIECBAg0JuAwEBvOvYRaEOBeqMFysU0aqAs4ZUAAQIECBAgQIAAAQIECBAgQIAAgUYCAgONZGwn0IYCjUYLlItq1EBZwisBAgQIECBAgAABAgQIECBAgAABAo0EBAYaydhOoA0FehstUC6uUQNlCa8ECBAgQIAAAQIECBAgQIAAAQIECNQTEBiop2IbgTYUmNVogXKRjRooS3glQIAAAQIECBAgQIAAAQIECBAgQKCegMBAPRXbCLShQF9GC5SLbdRAWcIrAQIECBAgQIAAAQIECBAgQIAAAQK1AgIDtSI+E2hDgb6OFigX3aiBsoRXAgQIECBAgAABAgQIECBAgAABAgRqBQQGakV8JtCGAv0ZLVAuvlEDZQmvBAgQIECAAAECBAgQIECAAAECBAhUCwgMVGt4T6ANBfo7WqBcBaMGyhJeCRAgQIAAAQIECBAgQIAAAQIECBCoFhAYqNbwnkAbCgxktEC5GkYNlCW8EiBAgAABAgQIECBAgAABAgQIECBQFhAYKEt4JdCGAr2NFnjf+96XSqVSXurq99XVMGqgWsN7AgQIECBAgAABAgQIECBAgAABAgRCQGDAfUCgjQUajRYYN25cevDBB3uUvN62yGDUQA8mHwgQIECAAAECBAgQIECAAAECBAgUXkBgoPC3AIB2Fag3WmDEiBHp61//ejryyCPT3HPP3aPob775Zvre976Xjj/++PTvf/+7ss+ogQqFNwQIECBAgAABAgQIECBAgAABAgQIZAICA24DAm0qUDtaIEYEnHbaaWmDDTbISxzTB1Wn8rRCkydPTnvttVePEQVGDVRLeU+AAAECBAgQIECAAAECBAgQIECg2AICA8Vuf7VvU4Hq0QLVowTmmmuuSokbBQYiw1tvvdVj9IBRAxU2bwgQIECAAAECBAgQIECAAAECBAgUXkBgoPC3AIB2FCiPFqgdJVBd1t4CA+V81aMHjBooq3glQIAAAQIECBAgQIAAAQIECBAgUGwBgYFit7/at6FAjBZYfvnl0x577JGvJVA9SqC6uH0JDET+8uiBM844Iz3yyCNp/vnnrz6N9wQIECBAgAABAgQIECBAgAABAgQIFExAYKBgDa667S9wzjnnpKWWWqqylkCjEvc1MFA+PkYPTJ06NU2YMKG8ySsBAgQIECBAgAABAgQIECBAgAABAgUUEBgoYKOrcncI9Dcw0B21VgsCBAgQIECAAAECBAgQIECAAAECBAYrIDAwWEHHExgmAYGBYYJ3WQIECBAgQIAAAQIECBAgQIAAAQIdLiAw0OENqPjFFRAYKG7bqzkBAgQIECBAgAABAgQIECBAgACBwQgIDAxGz7EEhlFAYGAY8V2aAAECBAgQIECAAAECBAgQIECAQAcLCAx0cOMperEFBAaK3f5qT4AAAQIECBAgQIAAAQIECBAgQGCgAgIDA5VzHIFhFhAYGOYGcHkCBAgQIECAAAECBAgQIECAAAECHSogMNChDafYBAQG3AMECBAgQIAAAQIECBAgQIAAAQIECAxEQGBgIGqOIdAGAgIDbdAIikCAAAECBAgQIECAAAECBAgQIECgAwUEBjqw0RSZQAgIDLgPCBAgQIAAAQIECBAgQIAAAQIECBAYiIDAwEDUHEOgDQQEBtqgERSBAAECBAgQIECAAAECBAgQIECAQAcKCAx0YKMpMoEQEBhwHxAgQIAAAQIECBAgQIAAAQIECBAgMBABgYGBqDmGQBsICAy0QSMoAgECBAgQIECAAAECBAgQIECAAIEOFBAY6MBGU2QCISAw4D4gQIAAAQIECBAgQIAAAQIECBAgQGAgAgIDA1FzDIE2EBAYaINGUAQCBAgQIECAAAECBAgQIECAAAECHSggMNCBjabIBEJAYMB9QIAAAQIECBAgQIAAAQIECBAgQIDAQAQEBgai5hgCbSAgMNAGjaAIBAgQIECAAAECBAgQIECAAAECBDpQQGCgAxtNkQmEgMCA+4AAAQIECBAgQIAAAQIECBAgQIAAgYEICAwMRM0xBNpAQGCgDRpBEQgQIECAAAECBAgQIECAAAECBAh0oIDAQAc2miITCAGBAfcBAQIECBAgQKC7BW6//fb0s5/9LJ1++ulp1KhR3V1ZtSNAgAABAgQIEBhSAYGBIeV2MQLNExAYaJ6lMxEgQIAAAQIE2lHg8MMPTz/4wQ/SI488kpZbbrl2LKIyESBAgAABAgQIdKiAwECHNpxiExAYcA8QIECAAAECBLpb4L/+67/SkUcemR544IE0bty47q6s2hEgQIAAAQIECAypgMDAkHK7GIHmCQgMNM/SmQgQIECAAAEC7SggMNCOraJMBAgQIECAAIHuEBAY6I52VIsCCggMFLDRVZkAAQIECBAolIDAQKGaW2UJECBAgAABAkMqIDAwpNwuRqB5AgIDzbN0JgIECBAgQIBAOwoIDLRjqygTAQIECBAgQKA7BAQGuqMd1aKAAgIDBWx0VSZAgACBjhG444470n//93+ne++9Ny211FLpK1/5Stpxxx1nWf6bb745vfjii2mHHXaYZd5uy/Dmm2+mH/3oR+mKK65IM2bMSFtssUWKxXff//7391rVa665JpVKpTx/bcbXX389felLX0p33XVXOuGEE9Lmm29em6WtP7dDYOCWW25JJ554Yrrnnnvydvnwhz+cDjrooLTGGmtU7J588sl01FFHpcj73nvvpfHjx6evfe1rPfJUMs/iTRx/8sknp3POOSc999xzaf31109HH310WmyxxXo98u67706PPvpo+uQnP5lGjBjRI2/cHwcffHC67LLL0je/+c2077779tjvAwECBAgQIECgiAICA0VsdXXuCgGBga5oRpUgQIAAgS4UuOqqq9J+++2XfvnLX+admnvttVfeIXn22WenXXfdtWGNL7/88rT99tvnndy33npr3rnaMHOX7Zg+fXr66Ec/mjbaaKM8iBKd0BFIiU7oCJbUdvSWq/+HP/wh7bzzzil+L3r88cfzIEx5X7xGZ/X3vve9fNOyyy6bdxxX72/398MdGAi/M844Ix1xxBFp0003Ta+99lp+b0+ePDmdddZZuf1NN92Udt9993TAAQfkn+eYY4707W9/O51//vnpz3/+c9pggw36xbzbbruluB/impHWWmuttOCCC6a//e1vaf755697rrhfIhgRx0VgaZtttumR7+KLL06f+MQn8m1zzjlnmjZtWlpggQV65PGBAAECBAgQIFA0AYGBorW4+naNgMBA1zSlihAgQIBAFwnEE8vxpPsNN9yQllxyybxmhx12WN7JudJKK6W///3vDWsbnatnnnlmvj+ecF9zzTUb5u22HXvvvXdaeumlU1hFeuWVV9Lo0aPz93/84x/T1ltvnb+v/W/LLbfMO5/j96IXXnghfeADH+iR5bOf/Wz6/e9/X9kWozFq81R2tuGb4QwMHHLIIfmIl+hUHzVqVEVn6tSpeVuF4/XXX5+22mqr3DgCB5F++MMf5u0YT+lHgOzXv/515dhZvfnpT3+aIih23nnnVbLG11F05P/kJz9J//mf/1nZXv0mRjAcf/zx+aYIVHzkIx+p3p2POPjud79b2XbjjTfmQajKBm8IECBAgAABAgUUEBgoYKOrcncICAx0RzuqBQECBAh0l0BMVTNhwoT0hS98oVKxz33uc+l3v/tdmm222fKpWGp/hpczLrPMMumJJ57IO8Sjk7vRU/Ll/I1e33rrrRSjFP71r381ytK07fPNN18+7cuspnnp7YIxUuLQQw9Nd955Zxo5cmSeNd6vs846+fuf/exn6etf//pMp3jnnXdyq6jvKquskndi12Z6/vnn09prr52iMzvSM888kxZeeOHabG37ebgCA+eee2469thj8wDXPPPMM5NPPMEf92hM8xTT8kQbRXr77bfTIosskl599dX88/77759+9atf5e9n9d8jjzySjxCJkQELLbRQnj3aNq7x73//O7/OxIkT654mpjWKUQMxGuDll19OMWqhOsW9stlmm+VTHcX2mH4qPksECBAgQIAAgSILCAwUufXVvaMFajsV4qksiQABAgQIEBg+geiYjCfYn3rqqUoHd/x8jieeY9viiy+eP/lcr4QREIjAQKSYTuiSSy7J3w/kv+gM32STTdI///nPfFqigZyjr8fE1C6XXnpp3jHf12Nq80UwJaaPiVED5XTMMcekb33rW/nHmJLmU5/6VHlX5TWmGIqphyLFNDYxD369dPXVV+dPtcdT79FxXfs7VL1j2mXbcAQG3njjjbTiiivmwayY3qleitEC0QEflg8//HBabrnl8mxxv6+66qr5tD+xtkZMJfTBD36w3ilm2hZrEkTwLEYNlFNMC/Txj388//iDH/ygMqKkvD9eYxRIBCri2lHeGK1TL8Wog/gaizUMHnjggTRu3Lh62WwjQIAAAQIECBRGQGCgME2tot0mUPtHrcBAt7Ww+hAgQIBApwnEIrfxxHJ5SpMof0xZsvHGG+dViVEE//M//1O3Wr/97W/THnvske877rjj0je+8Y26+bpt44MPPpjPIR9BjHnnnbdSvdVWWy0fARBPfsdT/vXmlj/yyCNTdJxHiqlndtlll8rx1W/efffdfGRBdArfd9991bsq7+P3qFg4N6Z6itEFiy66aD4dTfUCu5XMQ/hmOAIDcf/Gwr8xpU+9FIGn8hP94ROL/lan8I5tMVKjr6NeYm2AOGcEe6Lty6l6KqhY0DvOWZsuuuiifMHh2P79738/X7C6Nk/5cxwf90CMaKgdVVDOU36NQMLpp5+eYgqi2t+7y3m8EiBAgAABAgQ6WUBgoJNbT9kLLVD7B4rAQKFvB5UnQIAAgTYQiABALDgcT0yXU8yxXp7+JDo9N9xww/KuHq/77LNP+s1vfpNva9QB2uOALvkQHfoxrUv1PPT33ntvpXN4p512SrHAcL0UaznEsZFi2qSYwqZRirzxBHvZuDpfeMeIg9dffz198YtfTDEtUowyiLn1V1555XwR3TFjxlQfMmTvhyMwEAGqcI/Fn+ulWPOhvLhvzPkfc/8PNkVnfUw7FOsDlFO0R7Tpm2++mT/dH0/510sxzdTPf/7zfNespgiKvLFw8pQpU+qdKt8WIxBiXYoIMsT7Tpt+qmHF7CBAgAABAgQI1AgIDNSA+EigUwQEBjqlpZSTAAECBIoqEE9Bx5PnMeVKTLUSc6g3Sssvv3yKhYvjyfjojOzrk9aNztfJ27/97W+nH//4x3kVIigQndS1KeaMj+lsotM4pr35xz/+UZulx+eYT/7Tn/50ilEd1el///d/8+mIPvzhD6d48jxGfJRTtMPqq6+ez3EfneGxOPJgUoyOiFEOUea+pphv//7778+nQqoeUdHb8fE7YpjEIsCtSOXFtOPcMeVVTH3VinTWWWelz3/+8/mpDz/88Lyjvt51YpHuv/71r/kCyfG1Ntdcc9XLlm/76le/mq9XEAG86jRp0qR0xhln5Gt8xNoJ8fUYgbxIMZolvo4lAgQIECBAgEC3CQgMdFuLqk9hBAQGCtPUKkqAAAECHSpw4YUXVjq1e5viJKYsiXUIIm233Xb5nP0dWuWmFDs64GM6n9GjR+cjAepN+RLT/nzkIx/Jrxed/SeddFKv146O3WuvvTb9x3/8RyVfLGgbixZHh/1DDz2Ull122cq+8pvrrrsuxWiDrbfeOsV894NJcT/E1DixzkGrU8yfX16Mt9nX2nTTTdP111+fB6+iEz3aqRVp2223TVdeeWV+6ljHIDrra9NLL72Ury8QbRn3Q/WIg9q88TnaMkbxRJCoOsXURxFcimusu+66+b0S64VEEhiolvKeAAECBAgQ6CYBgYFuak11KZSAwEChmltlCRAgQKADBeJp53jqOVI8+V3dKV1dneono2NalpiepajpzjvvTOuss05e/ViM+NRTT61LcfTRR+dzv8fOmPZlwoQJdfPFxvIT9xFsqE7xlHh0EPe2YG3kX2mllfLgQYz4iHUKBpuiE7uvKQJKRx11VN5p3dfFcuN3xNrfE/t6vVnli1EwEQiI4Ea99QVmdXxf98caALHmQIwMWW+99dJtt91W99AYsVCe8ijWAogRGY1SnCsWKY6FvmO0SW8pFk0WGOhNyD4CBAgQIECgGwQEBrqhFdWhkAK1f/BZY6CQt4FKEyBAgECbCsQCrNGx2ZdphGJR4lNOOSWvye23317pGG/TqrW0WNERXp4C54ILLqgsKlt70ei0jc7bSE8//XQaO3ZsbZbK51/84hf5grO1Cz/vueee+fQxsb5D2b9yUNWbT3ziE/l6A9/5znfyTvqqXS1/OxxrDPRWqRtuuCFtsskmeZavfe1rPRba7u24/u6LtSc+85nP5IcdccQRlUWma89z0EEHVcoQ60LEiIBGKUaMfO9738vXGGiUp7xdYKAs4ZUAAQIECBDoZgGBgW5uXXXragGBga5uXpUjQIAAgQ4XqH7yPRa0PfnkkxvWKJ4Ej6ls5ptvvnx9gdlmm61h3r7siCfS48npmAKl1Q8OxJoI0dna1/nvZ1X+jTbaKJ/bfeTIkSmmqal33qhfXDcWp/3gBz+YP83f23ljUehDDjkkffzjH++RLebhjwVtY/TBoYce2mNf9Yc49thjj82nmYkpbYYytVtgoHp9gUbrPzTDJxYiLn/N9LYYd4wmiGDa7LPPngfh5plnnoaX//KXv5wvQP2tb32rYZ7yDoGBsoRXAgQIECBAoJsFBAa6uXXVrasFBAa6unlVjgABAgQ6XODEE09MBx54YF6Ln//85ykWPa2X4mn3xRdfPN8VHdeXXXZZvWz92vbUU0+lFVZYYUjmso+CTZ48OcXivYNNEcSIjt233norX/Q3FpStlyKIUp5WZ/fdd8+f+q+XL7aFRUxN9OSTT+adx+V8MTf9AgsskAdOYiRBjNpolCLIEh30sahtfxYObnS+/mxvt8BAOXATdXj22WfzUTH16vOrX/0qn4Ip1iMYSIo2i+BarC8RAaDo+K9NESB6//vfn98va621Vp6/Nk/5c4zgWWqppdKUKVPSEkssUd7c8FVgoCGNHQQIECBAgEAXCQgMdFFjqkqxBAQGitXeakuAAAECnSUQT6D/6Ec/ygv9xz/+MV+8tl4NYn78WJA20jHHHJMOPvjgetn6vS3mU49pjFqd4on+6DBvRorO+jFjxuSnirn/zz333LqnvfHGG1OMAoh0+OGHp5h+qFGKfTFf/fHHH98jy6233loJZpx22mkpphVqlH784x+nb3/72/nu1157Le+MbpS32duHKzAwY8aMFKM2qlN00Ef7xL4YbRGL9dZLkS864eO+jyf6B5IiWBZBs1iXI9bnqJdefPHFPLgT+3bZZZcU0w81SrEvAkDl6aca5StvFxgoS3glQIAAAQIEulogezJHIkCgAwWyb0yl6n8dWAVFJkCAAAECXSuQLYRa+Tn96KOPNqxntsBuJV/2NHPDfEXYkT3VXZp77rlzj6yjvmGV//SnP1XMTjjhhIb5sg7qUtbBXMqm/5kpz5VXXlk5x5lnnjnT/uoNP/3pTyt5e2vL6mOa9T6bpim/djblUbNO2et57rrrrtKyyy5byoI9pbPPPrtH3vhc/t0z64jvsa/6QxaEKWUjC6o39fv92muvnV8rGznQ8NhsNEilPNl0XQ3zxY7111+/dPnll/eap3pntl5B5dzZlFzVu7wnQIAAAQIECHSNQAyflQgQ6ECB8h9m5dcOrIIiEyBAgACBrhWYNGlSpWPxlltuqVvPBx98sDTnnHPm+bIn70vRMV70tMEGG+Qe2eLCDSkmTJhQsY0ATKMU+7IpguruvuSSSyrn+N3vflc3T3ljdHSXf98a6uDNUAcGsoWWK3XdfvvtywT5a7RJ2WHfffftsa/8IVsXIg8sZNNAlTcN6HW//fbLr7XYYos1PD6b4qlSnh133LFhvmxUTinuq/4kgYH+aMlLgAABAgQIdKqAwECntpxyF16g/IdZ+bXwIAAIECBAgEAbCUybNi1/6jp+TscT57XpueeeK2XTpFQ6NrfZZpvaLIX8HCMAwiwCJs8888xMBjFaIFtwuLTTTjvl+dZdd92Z8sSG6NgN32w6pbr74+nx8u9QZ5xxRt085Y3HHXdcJW+3BwayRZ0rdf3tb39bJihlCw2Xll566VK2IHC+/0Mf+lBlX/nNG2+8kXfAZ1NolTcN+PWaa64pjRgxIr9WvcBajKCI0SBf+tKX8jwLLbRQKZvmaabrRb7llluuFEG4/iSBgf5oyUuAAAECBAh0qoDAQKe2nHIXXqD8x2z5tfAgAAgQIECAQJsJ/OY3v8k7LaNj8oknnshL9/bbb5cuvfTSUrZ4bmmLLbbI98fP8mwe+zYr/fAVZ9ddd81dsvnpS/fff3+lIPGU/9ixY0vZorSlbH750jLLLJPn+853vlMZbRGjLrKFn0srrbRS6d57760cW/vmpptuqtifeuqptbt7fI62Kf++VV2eHpla9GGoRwyEfXTI//rXv85rlC3wW4rRL0suuWTpjjvuyLftvPPOuUe0RzndcMMNpZj+J0ZXNCsdddRR+XWyxYJLt912W+m9997LT3377beXssW1S9kaFHm7f/SjH83zfeYzn+kRHLjooovy++CKK67od5EEBvpN5gACBAgQIECgAwUsPpz9li8R6EQBiw93YqspMwECBAgUTSCbyz5fIDebuz1lc7enLDCQ1lprrXxh4lgYt7xgavYkesqefi8aT936Zn9TpQsuuCAde+yx6Z577qksSJx1TucLyK622mr5cbGo8BFHHJEvUhwLLWdPtKfp06enTTbZJF/I+QMf+EDd88fGbN74lE1Tk+8/6aSTUvbkecO8cY3DDjsszT777PlCxs1abLnhBat2DPXiw3F/Rn2vu+66/F6NBX5XXnnl9Mtf/jJlAa68ZLEA8w9/+MOUBVTS6NGj83yxWHDcz9ttt11V6Qf/NhaaPvroo1M2aiBfDDnaNNrhF7/4RWVB71gMORaXjvI8/vjjafnll8/LFPdJNlon/7rrb0ksPtxfMfkJECBAgACBThQQGOjEVlNmApmAwIDbgAABAgQIdI5A9iR7ev7559Oiiy6aFzo+Z9OfpOjQXmWVVVL2dHvnVGYISxpBgn/96195p/CCCy7Y8Mphmz1RnhZZZJGGeWp3ZCMOUjaSI2VP5ecd3bX7y58jaJA9QZ+yJ+JT9tR8efOQvA51YKC6UhF4yaZ0SqNGjare3OP9s88+m7L1MdJQBEuijSMIkI0a6VGG6g/x9ZRNaZQiUDGYJDAwGD3HEiBAgAABAp0iIDDQKS2lnARqBAQGakB8JECAAAECbSTwzjvv9Nqhms2hnrKphPISz+qJ9TaqVlcVJZs2J51zzjlp9913T9k6Aw3rFk/BZ2sSpAMPPDBlayA0zNeKHfEUfjydn82Vn7Lpp1pxCeesIyAwUAfFJgIECBAgQKDrBAQGuq5JVagoAgIDRWlp9SRAgACBThL461//mr785S+nbE70dOihhzZ8En2HHXZI2VoDKVvsNT311FNpnnnm6aRqdkVZTzvttLT33nun8ePHp1tvvbVhnbL57NMjjzySt1ezp8ppeNH/tyNbADh95StfSVOnTs3vlVnlt785AgIDzXF0FgIECBAgQKC9BQQG2rt9lI5AQwGBgYY0dhAgQIAAgWET2HDDDdPkyZPz68daAtlCuTOVJeZL32ijjVJMk5MtUJz22muvmfLY0HqBmJYmnsKPeen/8Y9/pBVXXHGmi2aLFKdscdu0xhprpFgnovb3r5kOaMGGmBpH4KgFsL2cMlt8OG211VZ5jgjcldej6OUQuwgQIECAAAECHScgMNBxTabABP6vQO0fptG5IBEgQIAAAQLDKxDzrb/++ut5IY488sj03e9+t0eB3nzzzbTOOuvkHdEHH3xwvkhujww+DKnAX/7yl7T55pvn6wdcddVVPebKf+mll9Kmm26ar0MQAYJYC0LqToEIEsXXbSy+HAsuH3fccSlGlEQ6/PDDU0w7Nd988+XTg8UonxEjRnQnhFoRIECAAAEChRIQGChUc6tsNwkIDHRTa6oLAQIECHSLwJprrpnGjBmTz1v/+c9/vkcH4iuvvJI+/vGPpxgxsNNOO6VJkyb12N8tBp1WjxtvvDEdcMABKRaE/upXv5qWX3759Pe//z394he/yBeIjjUgYuFhqXsFrrzyyvxrco455kjxb+TIkWm22WbLKxxBg/gX64ZMnz49Pfjgg2mppZbqXgw1I0CAAAECBAojIDBQmKZW0W4TEBjothZVHwIECBDoBoGzzjorHXHEESk6GqODuZzuvffePFjw2GOPpR//+Mdpv/32G5Zpacrl8dpT4L333kvXXnttHhCIqWOWXnrptPLKK6eNN95YO/Wk8okAAQIECBAgQKBLBAQGuqQhVaN4AgIDxWtzNSZAgACBzhCIdQNi+pEIDCy88MLp4YcfTq+++mreyRxBg7Fjx3ZGRZSSAAECBAgQIECAAIGuFRAY6NqmVbFuFxAY6PYWVj8CBAgQ6GSBmHrkkUceSc8880xaddVV8+mFOrk+yk6AAAECBAgQIECAQHcJCAx0V3uqTYEEBAYK1NiqSoAAAQIECBAgQIAAAQIECBAgQKCJAgIDTcR0KgJDKSAwMJTarkWAAAECBAgQIECAAAECBAgQIECgewQEBrqnLdWkYAICAwVrcNUlQIAAAQIECBAgQIAAAQIECBAg0CQBgYEmQToNgaEWEBgYanHXI0CAAAECBAgQIECAAAECBAgQINAdAgID3dGOalFAAYGBAja6KhMgQIAAAQIECBAgQIAAAQIECBBogoDAQBMQnYLAcAgIDAyHumsSIECAAAECBAgQIECAAAECBAgQ6HwBgYHOb0M1KKiAwEBBG161CRAgQIAAAQIECBAgQIAAAQIECAxSQGBgkIAOJzBcAgIDwyXvugQIECBAgAABAgQIECBAgAABAgQ6W0BgoLPbT+kLLCAwUODGV3UCBAgQIECAAAECBAgQIECAAAECgxAQGBgEnkMJDKeAwMBw6rs2AQIECBAgQIAAAQIECBAgQIAAgc4VEBjo3LZT8oILCAwU/AZQfQIECBAgQIAAAQIECBAgQIAAAQIDFBAYGCCcwwgMt4DAwHC3gOsTIECAAAECBAgQIECAAAECBAgQ6EwBgYHObDelJpAEBtwEBAgQIECAAAECBAgQIECAAAECBAgMREBgYCBqjiHQBgICA23QCIpAgAABAgQIECBAgAABAgQIECBAoAMFBAY6sNEUmUAICAy4DwgQIECAAAECBAgQIECAAAECBAgQGIiAwMBA1BxDoA0EBAbaoBEUgQABAgQIECBAgAABAgQIECBAgEAHCggMdGCjKTKBEBAYcB8QIECAAAECBAgQIECAAAECBAgQIDAQAYGBgag5hkAbCAgMtEEjKAIBAgQIECBAgAABAgQIECBAgACBDhQQGOjARlNkAiEgMOA+IECAAAECBAgQIECAAAECBAgQIEBgIAICAwNRcwyBNhAQGGiDRlAEAgQIECBAgAABAgQIECBAgAABAh0oIDDQgY2myARCQGDAfUCAAAECBAgQIECAAAECBAgQIECAwEAEBAYGouYYAm0gIDDQBo2gCAQIECBAgAABAgQIECBAgAABAgQ6UEBgoAMbTZEJhIDAgPuAAAECBAgQIECAAAECBAgQIECAAIGBCAgMDETNMQTaQEBgoA0aQREIECBAgAABAgQIECBAgAABAgQIdKCAwEAHNpoiEwgBgQH3AQECBAgQIECAAAECBAgQIECAAAECAxEQGBiImmMItIGAwEAbNIIiECBAgEBXC5RKpfTCCy+kBRdcsKvrqXIECBAgQIAAAQIECBRPQGCgeG2uxl0iIDDQJQ2pGgQIECDQtgIPPvhguuyyy9Jyyy2Xxo8fn8aOHdu2ZVUwAgQIECBAgAABAgQI9EdAYKA/WvISaCMBgYE2agxFIUCAAIGuFDjzzDPTc889l9ctRg3svvvuXVlPlSJAgAABAgQIECBAoHgCAgPFa3M17hIBgYEuaUjVIECAAIG2FHj00UfTRRddVCnbtttum1ZcccXKZ28IECBAgAABAgQIECDQyQICA53cespeaAGBgUI3v8oTIECAQIsFzjnnnPT000/nVxk9enTac88904gRI1p8VacnQIAAAQIECBAgQIDA0AgIDAyNs6sQaLqAwEDTSZ2QAAECBAjkAtOmTUvnnXdeRWPLLbdMq666auWzNwQIECBAgAABAgQIEOh0AYGBTm9B5S+sgMBAYZtexQkQIECgxQJTpkxJN998c36V97///WmfffZJs802W4uv6vQECBAgQIAAAQIECBAYOgGBgaGzdiUCTRUQGGgqp5MRIECAAIEeAi+++GKKAMGiiy6a1lhjjR77fCBAgAABAgQIECBAgECnCwgMdHoLKn9hBQQGCtv0Kk6AAAECBAgQIECAAAECBAgQIEBgUAICA4PiczCB4RMQGBg+e1cmQIAAAQIECBAgQIAAAQIECBAg0MkCAgOd3HrKXmgBgYFCN7/KEyBAgAABAgQIECBAgAABAgQIEBiwgMDAgOkcSGB4BQQGhtff1QkQIECAAAECBAgQIECAAAECBAh0qoDAQKe2nHIXXkBgoPC3AAACBAgQaKLAo48+mhZbbLE055xzNvGsTkWAAAECBAgQIECAAIH2FBAYaM92USoCsxQQGJglkQwECBAgQKBPAq+//no69dRT04gRI9Lqq6+e1l133TTXXHP16ViZCBAgQIAAAQIECBAg0IkCAgOd2GrKTCATEBhwGxAgQIAAgeYI3HDDDenOO+/MTxbBgX322SfNO++8zTm5sxAgQIAAAQIECBAgQKANBQQG2rBRFIlAXwQEBvqiJA8BAgQIEOhd4K233kqnnHJKmjFjRp5xlVVWSVtttVXvB9lLgAABAgQIECBAgACBDhcQGOjwBlT84goIDBS37dWcAAECBJonMHny5HTrrbdWTrjXXnulD3zgA5XP3hAgQIAAAQIECBAgQKAbBQQGurFV1akQAgIDhWhmlSRAgACBFgq88847aeLEiWn69On5VcaNG5e22267Fl7RqQkQIECAAAECBAgQINAeAgID7dEOSkGg3wICA/0mcwABAgQIEOgh8MILL6TLL788Pf/88/n2z3/+82mhhRbqkccHAgQIECBAgAABAgQIdKOAwEA3tqo6FUJAYKAQzaySBAgQINBigVKplB599NH09NNPp4022qjFV3N6AgQIECBAgAABAgQItIeAwEB7tINSEOi3gMBAv8kcQIAAAQIECBAgQIAAAQIECBAgQIBAJiAw4DYg0KECAgMd2nCKTYAAAQIECBAgQIAAAQIECBAgQGCYBQQGhrkBXJ7AQAUEBgYq5zgCBAgQIECAAAECBAgQIECAAAECxRYQGCh2+6t9BwsIDHRw4yk6AQIECBAgQIAAAQIECBAgQIAAgWEUEBgYRnyXJjAYAYGBweg5lgABAgSKKjB16tT01ltvpXHjxqXan6VFNVFvAgQIECBAgAABAgSKJyAwULw2V+MuEajtzCiVSl1SM9UgQIAAAQKtEzjrrLPSs88+m0aPHp023njjtPzyy7fuYs5MgAABAgQIECBAgACBNhUQGGjThlEsArMSEBiYlZD9BAgQIECgp8Djjz+eLrjggsrGbbbZJq200kqVz94QIECAAAECBAgQIECgKAICA0VpafXsOgGBga5rUhUiQIAAgRYLnHvuuempp57KrzL//POnvfbaK40YMaLFV3V6AgQIECBAgAABAgQItJ+AwED7tYkSEeiTgMBAn5hkIkCAAAECuUAEBCIwUE5bbLFFWm211cofvRIgQIAAAQIECBAgQKBQAgIDhWpule0mAYGBbmpNdSFAgACBVgvEFEIxlVCkeeaZJ+27775pttlmyz/7jwABAgQIECBAgAABAkUTEBgoWourb9cICAx0TVOqCAECBAi0WKBUKqW//OUv6e67707Tp0/PFx1ee+21W3xVpydAgAABAgQIECBAgED7CggMtG/bKBmBXgUEBnrlsZMAAQIECMwk8M4776R77703n0Jo5MiRM+23gQABAgQIECBAgAABAkUREBgoSkurZ9cJCAx0XZOqEAECBAgQIECAAAECBAgQIECAAIEhERAYGBJmFyHQfAGBgeabOiMBAgQIECBAgAABAgQIECBAgACBIggIDBShldWxKwUEBrqyWVWKAAECBAgQIECAAAECBAgQIECAQMsFBAZaTuwCBFojIDDQGldnJUCAAAECBAgQIECAAAECBAgQINDtAgID3d7C6te1AgIDXdu0KkaAAAECTRB444030g033JDWXXfdtNBCCzXhjE5BgAABAgQIECBAgACB7hEQGOietlSTggkIDBSswVWXAAECBPolcOONN6Y77rgjP2aFFVZI22+/far92dmvE8pMgAABAgQIECBAgACBLhIQGOiixlSVYgnUdm6USqViAagtAQIECBBoIPD222+niRMnphkzZuQ5Vl555bT11ls3yG0zAQIECBAgQIAAAQIEiicgMFC8NlfjLhEQGOiShlQNAgQIEGi6wF/+8pcU/8ppzz33TGPGjCl/9EqAAAECBAgQIECAAIHCCwgMFP4WANCpAgIDndpyyk2AAAECrRSIUQIxWiBGDUQaN25c2m677Vp5SecmQIAAAQIECBAgQIBAxwkIDHRckykwgf8rIDDgTiBAgAABAjML3Hnnnfmiw+U9n/vc59LCCy9c/uiVAAECBAgQIECAAAECBDIBgQG3AYEOFRAY6NCGU2wCBAgQaKnAc889l2677bb04IMPpmWXXTZ98pOfbOn1nJwAAQIECBAgQIAAAQKdKCAw0ImtpswEMgGBAbcBAQIECBBoLPDSSy+lUqlkbYHGRPYQIECAAAECBAgQIFBgAYGBAje+qne2gMBAZ7ef0hMgQIAAAQIECBAgQIAAAQIECBAYLgGBgeGSd10CgxQQGBgkoMMJECBAgAABAgQIECBAgAABAgQIFFRAYKCgDa/anS8gMND5bagGBAgQIECAAAECBAgQIECAAAECBIZDQGBgONRdk0ATBAQGmoDoFAQIECBAgAABAgQIECBAgAABAgQKKCAwUMBGV+XuEBAY6I52VAsCBAgQGLzAH/7wh7TYYoulNdZYI80111yDP6EzECBAgAABAgQIECBAoMsFBAa6vIFVr3sFBAa6t23VjAABAgT6LvDEE0+kCAxEGjlyZPr0pz+dFllkkb6fQE4CBAgQIECAAAECBAgUUEBgoICNrsrdISAw0B3tqBYECBAgMDiB8847L02bNi0/yXzzzZf23nvvNGLEiMGd1NEECBAgQIAAAQIECBDocgGBgS5vYNXrXgGBge5tWzUjQIAAgb4JPP300+mcc86pZN58883T6quvXvnsDQECBAgQIECAAAECBAjUFxAYqO9iK4G2FxAYaPsmUkACBAgQaLHAhRdemB577LH8KvPMM0/aZ5990uyzz97iqzo9AQIECBAgQIAAAQIEOl9AYKDz21ANCiogMFDQhldtAgQIEMgFnnvuuXTmmWdWND760Y+mddZZp/LZGwIECBAgQIAAAQIECBBoLCAw0NjGHgJtLSAw0NbNo3AECBAg0GKBUqmUHnzwwTRlypT02muvpX333TeNGjWqxVd1egIECBAgQIAAAQIECHSHgMBAd7SjWhRQQGCggI2uygQIECBQV+Dll19Oo0ePrrvPRgIECBAgQIAAAQIECBCYWUBgYGYTWwh0hIDAQEc0k0ISIECAAAECBAgQIECAAAECBAgQaDsBgYG2axIFItA3AYGBvjnJRYAAAQIECBAgQIAAAQIECBAgQIBATwGBgZ4ePhHoGAGBgY5pKgUlQIAAAQIECBAgQIAAAQIECBAg0FYCAgNt1RwKQ6DvAgIDfbeSkwABAgS6Q+Ddd99Ns88+e3dURi0IECBAgAABAgQIECAwjAICA8OI79IEBiMgMDAYPccSIECAQCcK3HTTTemxxx5L48ePT+PGjUu1Pws7sU7KTIAAAQIECBAgQIAAgeEQEBgYDnXXJNAEgdrOkFKp1ISzOgUBAgQIEGhPgbfffjudcsop6Z133skLuPbaa6eNN964PQurVAQIECBAZPY/LgAAQABJREFUgAABAgQIEGhzAYGBNm8gxSPQSEBgoJGM7QQIECDQjQK33nprmjx5cqVqe+65ZxozZkzlszcECBAgQIAAAQIECBAg0HcBgYG+W8lJoK0EBAbaqjkUhgABAgRaKDBjxow0ceLEFKMGIn3wgx9M22+/fQuv6NQECBAgQIAAAQIECBDobgGBge5uX7XrYgGBgS5uXFUjQIAAgR4Cd955Z7rhhhsq23bbbbe0yCKLVD57Q4AAAQIECBAgQIAAAQL9ExAY6J+X3ATaRkBgoG2aQkEIECBAoMUCp512WnrppZfyqyyzzDJpp512avEVnZ4AAQIECBAgQIAAAQLdLSAw0N3tq3ZdLCAw0MWNq2oECBAg0EMgphC6++6783877LBDWmKJJXrs94EAAQIECBAgQIAAAQIE+icgMNA/L7kJtI2AwEDbNIWCECBAgMAQCcRaAyNHjhyiq7kMAQIECBAgQIAAAQIEuldAYKB721bNulxAYKDLG1j1CBAgQIAAAQIECBAgQIAAAQIECLRIQGCgRbBOS6DVAgIDrRZ2fgIECBAgQIAAAQIECBAgQIAAAQLdKSAw0J3tqlYFEBAYKEAjqyIBAgQIECBAgAABAgQIECBAgACBFggIDLQA1SkJDIWAwMBQKLsGAQIECAyXwCuvvJLmn3/+4bq86xIgQIAAAQIECBAgQKCrBQQGurp5Va6bBQQGurl11Y0AAQLFFpg6dWo6//zz07hx49J6662XFl544WKDqD0BAgQIECBAgAABAgSaLCAw0GRQpyMwVAICA0Ml7ToECBAgMNQCkyZNSk8++WR+2fnmmy/ts88+qfbn3lCXyfUIECBAgAABAgQIECDQTQICA93UmupSKIHaDpJSqVSo+qssAQIECHSnwNNPP53OOeecSuU222yztMYaa1Q+e0OAAAECBAgQIECAAAECgxcQGBi8oTMQGBYBgYFhYXdRAgQIEGixwEUXXZQeffTR/Cpzzz132nfffdPss8/e4qs6PQECBAgQIECAAAECBIolIDBQrPZW2y4SEBjoosZUFQIECBDIBZ577rl05plnVjQ22mijtO6661Y+e0OAAAECBAgQIECAAAECzREQGGiOo7MQGHIBgYEhJ3dBAgQIEGixwB133JFuvPHG/CpzzDFH+sIXvpBGjRrV4qs6PQECBAgQIECAAAECBIonIDBQvDZX4y4REBjokoZUDQIECBDoIRCjBqZMmZLGjBmTPvzhD/fY5wMBAgQIECBAgAABAgQINEdAYKA5js5CYMgFBAaGnNwFCRAgQIAAAQIECBAgQIAAAQIECHSFgMBAVzSjShRRQGCgiK2uzgQIECBAgAABAgQIECBAgAABAgQGLyAwMHhDZyAwLAICA8PC7qIECBAgQIAAAQIECBAgQIAAAQIEOl5AYKDjm1AFiiogMFDUlldvAgQIECBAgAABAgQIECBAgAABAoMTEBgYnJ+jCQybgMDAsNG7MAECBAg0UWDatGlp4YUXTqNGjWriWZ2KAAECBAgQIECAAAECBHoTEBjoTcc+Am0sIDDQxo2jaAQIECDQJ4Hp06eniRMnpviZtuaaa6a11lorzTnnnH06ViYCBAgQIECAAAECBAgQGLiAwMDA7RxJYFgFBAaGld/FCRAgQKAJArfddlu65ZZbKmfaY4890gILLFD57A0BAgQIECBAgAABAgQItEZAYKA1rs5KoOUCAgMtJ3YBAgQIEGihwIwZM9Ipp5yS3nrrrfwqK6ywQtphhx1aeEWnJkCAAAECBAgQIECAAIGygMBAWcIrgQ4TEBjosAZTXAIECBDoIXDXXXel66+/vrLts5/9bFp00UUrn70hQIAAAQIECBAgQIAAgdYJCAy0ztaZCbRUQGCgpbxOToAAAQItFHjvvffSqaeeml5//fX8KksttVTaeeedW3hFpyZAgAABAgQIECBAgACBagGBgWoN7wl0kIDAQAc1lqISIECAQA+Bl156KV100UUpXiPtsssuackll+yRxwcCBAgQIECAAAECBAgQaJ2AwEDrbJ2ZQEsFBAZayuvkBAgQINBigVKplB566KH0+OOPp6222qrFV3N6AgQIECBAgAABAgQIEKgWEBio1vCeQAcJCAx0UGMpKgECBAgQIECAAAECBAgQIECAAIE2EhAYaKPGUBQC/REQGOiPlrwECBAgQIAAAQIECBAgQIAAAQIECJQFBAbKEl4JdJiAwECHNZjiEiBAgAABAgQIECBAgAABAgQIEGgTAYGBNmkIxSDQXwGBgf6KyU+AAAECBAgQIECAAAECBAgQIECAQAgIDLgPCHSogMBAhzacYhMgQKCgAv/617/SG2+8kZZbbrlU+zOsoCSqTYAAAQIECBAgQIAAgWETEBgYNnoXJjA4gdpOlVKpNLgTOpoAAQIECLRQ4Pzzz09Tp05NCy64YPrIRz6SBwhaeDmnJkCAAAECBAgQIECAAIFeBAQGesGxi0A7CwgMtHPrKBsBAgQIVAv885//TL///e8rmzbddNO05pprVj57Q4AAAQIECBAgQIAAAQJDKyAwMLTerkagaQICA02jdCICBAgQaLHAxRdfnB555JH8KnPNNVfad99908iRI1t8VacnQIAAAQIECBAgQIAAgUYCAgONZGwn0OYCAgNt3kCKR4AAAQK5wPPPP59++9vfVjRiGqH11luv8tkbAgQIECBAgAABAgQIEBh6AYGBoTd3RQJNERAYaAqjkxAgQIBAiwWuuOKKdP/99+dXmWOOOfLRAvEqESBAgAABAgQIECBAgMDwCQgMDJ+9KxMYlIDAwKD4HEyAAAECQyRw8803p7vvvjvNmDEjjR8/Pm244YZDdGWXIUCAAAECBAgQIECAAIFGAgIDjWRsJ9DmAgIDbd5AikeAAAECFYG33347/fWvf02rr756ijUGJAIECBAgQIAAAQIECBAYXgGBgeH1d3UCAxYQGBgwnQMJECBAgAABAgQIECBAgAABAgQIFFpAYKDQza/ynSwgMNDJrafsBAgQIECAAAECBAgQIECAAAECBIZPQGBg+OxdmcCgBAQGBsXnYAIECBAgQIAAAQIECBAgQIAAAQKFFRAYKGzTq3inCwgMdHoLKj8BAgQIECBAgAABAgQIECBAgACB4REQGBged1clMGgBgYFBEzoBAQIECLRAYPr06emmm25Ka621VhozZkwLruCUBAgQIECAAAECBAgQIDBYAYGBwQo6nsAwCQgMDBO8yxIgQIBArwJTpkxJN998c55n3Lhxadttt00jRozo9Rg7CRAgQIAAAQIECBAgQGBoBQQGhtbb1Qg0TUBgoGmUTkSAAAECTRKYMWNGOvXUU9Obb76Zn3H55ZdPO+64Y5PO7jQECBAgQIAAAQIECBAg0CwBgYFmSToPgSEWEBgYYnCXI0CAAIFZCtx9993puuuuq+Tbdddd09ixYyufvSFAgAABAgQIECBAgACB9hAQGGiPdlAKAv0WEBjoN5kDCBAgQKCFAu+99176zW9+k1577bX8KksuuWTaZZddWnhFpyZAgAABAgQIECBAgACBgQoIDAxUznEEhllAYGCYG8DlCRAgQKCHwH333Zeuuuqqyradd945LbXUUpXP3hAgQIAAAQIECBAgQIBA+wgIDLRPWygJgX4JCAz0i0tmAgQIEGixwLPPPpsmT56cHn300Xz6oJhGSCJAgAABAgQIEGi+QKzrNHLkyOaf2BkJDKOA+3ro8QUGht7cFQk0RUBgoCmMTkKAAAECTRZ4/vnn07vvvpsWXXTRJp/Z6QgQIECAAAECBCZNmpSOOeaYNGXKlFTbL0CHQCcLxIjj8ePHp4MPPriTq9FRZRcY6KjmUlgC/1+g9heAUqn0/3d6R4AAAQIECBAgQIAAAQIECHSVwMSJE9NBBx2Uj9JcbbXVuqpuKkPgpZdeSuuss0765Cc/mX7yk58AGQIBgYEhQHYJAq0QEBhohapzEiBAgAABAgQIECBAgECRBc4///z05JNPphgFGf9eeOGF/DXWUho1atSw0Vx88cV5h+lJJ52UvvjFLw5bOVyYQCsF7rrrrrTBBhukH/7wh0YOtBL6/51bYGAIkF2CQCsEBAZaoeqcBAgQIECAAAECBAgQIFBkgeWWWy499thjMxG8/fbbaY455php+1BsuP/++9N6662Xttlmm3TuuecOxSVdg8CwCUTw68ADD0yXX355+tjHPjZs5SjChQUGitDK6tiVAgIDXdmsKkWAAAECBAgQIECAAAECwyzwzjvvpGuuuSZ/Qn/69Ol5aYYrMBDXXWONNfI1nOJp6vnmm2+YdVyeQOsFJkyYkP70pz+lf/zjH9YuayG3wEALcZ2aQCsFBAZaqevcBAgQINAXgSuvvDItsMACafXVVx+2J+j6Uk55CBAgQIAAgeYKXHvttem9995LW265ZXNP3GZn22yzzdJ1112Xl2q4AgM/+tGP0qGHHpr+/Oc/p80337zNhBSHQGsEHn/88bTCCiuk3XbbLZ1xxhmtuYizJoEBNwGBDhUQGOjQhlNsAgQIdInAv/71r3T22WfntYlh9bFI2GKLLdYltVMNAgQIECBAoDeB/fffP80777zpmGOO6S1bx++L328uuuiivB7DERh45pln0gc/+MG01FJLpfvuu6/jPYerAm+88UaaZ555huvyrjtAgc985jNp0qRJ+WLb66+//gDP4rDeBAQGetOxj0AbCwgMtHHjKBoBAgQKIHDJJZekhx9+OK/pXHPNlfbdd980cuTIAtRcFQkQIECAAIEddtghrbjiil0fGNhpp53ShRdemDf4cAQG9ttvvzRx4sT0q1/9KkUwRuq/wA033JC23Xbb9Ne//jUPsvT/DI4YLoEpU6ak8ePHp3XXXTfFe6n5AgIDzTd1RgJDIiAwMCTMLkKAAAECdQReeOGFHkN6N9xww/yX9jpZu2LTbbfdliIQcsstt6RY/O/5559P//73v9P888+fYoHC+GMlFgOMxdGGa1HCroBWCQIdLBAdFrXfJ2Kalfg+seyyy/b4PjHnnHN2cE0VncD/FVhmmWXSpz/9aYGBFt4QMTpzySWXTHPPPXd66qmn0vvf//4WXq17T3366aenvfbaK18zIqaGkjpLYKONNko333xz/nv4Bhts0FmF74DSCgx0QCMpIoF6AgID9VRsI0CAAIGhEIi1BWIhsEijRo1KX/jCF7quQ7xUKqVzzz03HXXUUX0eur/QQgulAw88MP3nf/6n4epDcSMO8BrRWRsBngceeCC9+OKL+VnGjBmTll9++bTKKquk2WabbYBndljRBOL7xPnnn5+OPPLI9L//+799qv6CCy6YvvzlL6dvfvObOvn6JCZTOwrceuut6cMf/nA6+OCDBQZa2EDHHXdc/r3iq1/9avr5z3/ewit196lPO+20tPfee1ujoUObOdYX2HPPPfM2PPXUUzu0Fu1bbIGB9m0bJSPQq4DAQK88dhIgQIBAiwReeeWV9Jvf/CZFh1ik9dZbL33kIx9p6tWi4zae0o8ncB966KH00ksvpREjRuQLHcc8u9EZsdZaa6Xan4XNKsSjjz6aP1l24403DuiUiy++eIo/XLbeeusBHe+g1ghcddVV+b37xz/+McV9XC/F05jRbvEH6Mc//vGW3WP1rm1bZwnEoojxBOr1118/oIKPHTs2nXLKKfn0FgM6gYMIDKNABMFPPPFEgYEWt0EEq//2t7/lT0vH6ExpYAICAwNza5ejHnvssXyEbqwREaNojJxpbssIDDTX09kIDJlAbWdIuYNmyArgQgQIECBQSIGYQidGC0Sn/WuvvZavLRBD3JuRnnjiifSzn/0snXXWWSmmK+otxULH0Xn7la98JS266KK9Ze3Xvuuuuy596lOfyoMR/TqwJnP8nI7RBoceemjNHh+HWuCmm25KBx10ULrzzjv7demVV145/fSnP01bbbVVv46TufsFImgY847P6vvUrCTi+8Thhx+e/uu//mtWWe0n0DYCMWpw++23TxHEN2Kgdc0So5BWX331fBTbq6++mk8n1LqrdfeZBQY6v33joZunn346nX322WnXXXft/Aq1UQ0EBtqoMRSFQH8EBAb6oyUvAQIECDRbIALSMdd+TJ8z2PTWW2+lww47LB8m/8477/TrdPH00He+8530rW99a9BTwFx77bX5U+KxuGCz0ve///28469Z53OevgtEp1XcF9G5P5gHKL70pS/l92ZMmyURiKBArCny5ptvNg0jvodFIFEaPoEI8vz9739PSy+9dFpqqaWGryBtfuV4KGDLLbdM0VEdaTCBgfgePXny5PTggw+madOm5U8Er7baammllVbKpynsK0WcJ9ovfieJfzGqcOTIkZXD42s1rhG/a0TAd7755qvs68ub3hYfjt8X4on+SHHuZq4f8otf/CJ97Wtfy4MDsWhuf9O7776b39Pxe9Wqq67alCkfYxRneMei052U2iUwEPf5ww8/nEaPHp23a22fTpg+88wz+QM48QDMuHHjBsUc54p7f4UVVkgxSm2w6Y033sgXcF5nnXWacj/1pzyf+cxn0nnnnZfid7KTTjqpP4fKOyuB7JdkiQCBDhTIvrZjDofKvw6sgiITIECAAIFS9kdmKftjuvLzrPpnW3/eZ4uRlbLhxQMWjXJkf6gNuhz1ypyNgBhwuRw4MIGsA6i07bbbNq09N95449Lrr78+sMI4qmsEsmnGStl6FE27r6q/X2SLY3aNUydVJOs8LWXzt5eyheRLO+64YykbAVfKOoJn+fWePbla2mGHHUr7779/J1V3wGXNpg0qZdOslbKOzB73/wILLFD6j//4j5n+ZU/19nqtbM7wUtbpWdpiiy1K2bo8pRNOOCG3/MAHPlDKHjgonXPOOb0eHzuzUYP512NtmbIgQX7sI488UsqeLM7PlwXzSuPHjy9lAYNStmhyKet0L2UjIGd5jcjwyU9+slLnLBCQH3PvvfeWNt9881IWSMrvg2zKn9Lss8+eO1x44YV9Ou+sMu288875dffdd99ZZZ1p/w033FDKAiy5b5QtG1lZuuaaa2bKV70hW9w4/7n57W9/u3pz5X3WuZ63f7YOT+mKK66obO+EN9kUmLnln//852EpbjZisZRNu5m3SbRrtqZRKQtAlrLRN5XyPPnkk6VshGLeVrvsskvlayqO7W/KgmGlPfbYo5RNv1nKRvfk9322HlhpxowZvZ7q2GOPze/rbA2mmfJlo4RLyy67bO4Y5RzqlK2xkV87/maQmisQT89IBAh0oED1HxLxXiJAgAABAp0mEH9YL7zwwvkv+rU/1wbyOTp24g+r/qbs6bdS9oRh08pRW/Z55523NHXq1P4WS/4BCkR7RgdfbTsM9nN0As3qj+oBFtlhHSAQnYgbbbRR0++r8n2ZjX4qZfMod4BEdxXxG9/4Rik6XqdPn55XLHtCO2/jbHHoXiu6++67V+6F7KncXvN2w87f/va3pWOOOSb/l62tUal7BE3L26tf77rrrobVPvroo0tLLLFE3Y7q7Inqys/jT3ziE6VyJ3+9k/3+978vfe9735spCBzHRGdqBABqAwx33313KRsxkJe/rx3utYGBOGf2BHYpGz3Uo1gXXXRRKTrN42s6G6nWY99APkRnfpzrf/7nf/p1eHTqRlCg3KEcpnGeCOL05plNo5jniwBHBMxqUwRByt+vtttuu9rdbf15OAMDEaSJ4FncH+UUv0tka0aUsvWzStn6R/mDLfE7bARf4neYSJdcckkpW6w+/z25vK18/KxeP/e5z5UOOeSQyrkmTJiQt91PfvKThodmo3cq7Zstej1Tvgjelds/Xu+///6Z8rRyQzZaKb9+BAJffPHFVl6qcOfWm1i4JlfhbhGo/qYc7yUCBAgQINBJAvFkWjZfaI8/Mmp/tg3kc/zxlU1x0C+KeFJ3VtfKFjorZfPUl7L56kvPPfdc6eWXXy5FYCP+eCo/QdXbOeKpRWloBH74wx/Osj17a6ve9s2qs3BoaugqwyHwu9/9bpb3VXTuf/3rX887DOP7RLbIdem+++4rZWun5E+k93Zvxb54klQaOoFzzz23tO666/boBM3WrcnbOTrpektLLrlkni86bweTooMwnmzPpqNp6b9s+pKmBTYvu+yyytdCNpVQv6p/22235cfGE9HRSV8vRYAsRm7E10SM/OpLyhaLr5QpOiw/9KEPlbIFwusemq3pUcl766231s1TvbE6MJCtQ1Rae+21898BqvOU35c717MphUrPPvtseXO/X1966aVKGaPDtq8pm+ol74S++uqrK4eUAwPhef7551e2V7+J+zAeYog8a621VvWuyvtos9gf/7KpiSrbO+HNcAUGbr755jwIlq3NNRNT+XfPCOLE/XvYYYdV8pQ7wcve/emEjw78j33sY5VzxZtyYGD99dfvsb36Q/XXRTa1ZvWu/H3UJUbclMv0pz/9aaY8rdwQD/6Ur/2Xv/yllZcq3Ln1JhauyVW4WwTK3xTLr91SL/UgQIAAgfYT6O+TSrOqQTx5u9lmm1V+wS//LGvW62677TarIlT2R1liOoPerr3pppuWYtqIRimbvzd/Mqu3c8RTYdk8r41OYXuTBKJzrfoP10ZtEk+crbHGGqXo6Ih/0dETbdQof3l75ImOLal4AhF0LN8H9V7jyenogGuUouMtW4x8pqlYqs8V92U2z32jU9jeRIH4uRZB3eiAq06bbLJJ3s7xdHWjFB3X5XbL5r1ulK1P24844ojKucrnbNVrBE2bkQYTGMgW267UNx4OaDSdz4EHHljJFx2Ss0oRtC27xff0U089teEhEeAv542vyVml6sBAthhw6ZZbbml4yK9//evKuc8888yG+Wa1I4Im5TLW61RudPwvf/nLUgQnqtPll19eOVd0kNdLESApXy+Cm/VSTCWTrS2Q54vRU52UhiMwEN/zY9qbGBFQL0Xne9k8ptCKoE45/fd//3dlX4waKI9oKu9v9BrniPwRbKxOEXyIa8XPsUYppjqKPPE7VExFVC8df/zxlXIN9e9CUbeyV4wWkponYPHh7M6SCHSiQPaHQ49iZ98Wenz2gQABAgQINEvg9ttvT7Hg3HrrrZeyeVFT7c+g/l4ne0oqZVMRzPKwWMgve4oqX5Aw68TJy5D9gZu/zurg7A+xfIHEWeW7/vrrU9bx3zBbNv9ximv2ZeHZbHqE9N3vfrfhuWIh3B/96EcN99sxeIFsCqGUDb9veKJsmoe03377pWwO5ZkWGM3WqEjZMPt8oeFYtLFRivslFqqWiiOQdQSmrNOkYYWzzuT0xz/+sU+LMWbTreSLYjc6WTbfen4fNtpve3MEsmk98kXv77nnnsoJs2lWUjYCIMXXfxa8Ttmc7JV91W+y+fFTNr99vikWwYzFMAeasnUrUjZyIWUdfwM9RZ+Om2OOOVL21HDKgiF9yt9bpviZmE0lk2fp7+LD8b33xz/+cX5sNsImXyy43oK9Wcd+yqb6yfNlwZOUPc3cW5FSNqVQZQHvrPMzZSN1Gv6uEou/ZnOv5+cLk6yTsddzVy8+HO//8Ic/NMx/6aWXpmztiXx/X8rd6ETZOgUprhUpezChTwvHRn9ALAocixZn60FUTr3PPvukrGM8/xyLGGfBjcq+8pvq70sXXHBByoIh5V09XrMppVI2d3367Gc/m7JRVD32tfOHbIqetPfee6dsjYGUTQs4JEXNntxP2VobKXu6ve714us+7r9IWSAsRf5yyqafTFmAJmUPI6QseJWyhxfKu3p9zaadSpMmTUrZiJFKviywlOJrIlI2xVDKAlaVfeU3sTB3LIgcC1Vna3al+JnXKC2yyCIpGw3T5/uy0XkGsj2+V8T3yixwkv8eN5BzOKaOQPNiDM5EgMBQCmRfzpWIabyXCBAgQIBAKwTiiaes4yOfMiemzRnswm0xb20suFb7c6z6c0zh0Ghhu3i6MKZ/iCeiqo+pfZ8FMfrEUZ5Puvb4+Dz//PP3eyqA8tOm9c4XT2xJrROIERnxxHU9+9gW00FVL/TXqCQxb3R5DupG52o0BUajc9re2QLVTyPX3hMx/cY///nPflUwFlytPU/5c8xdLrVeIKZtqp0HPn7Wlduht3ndq+fYL+IIj8GMGIj572NB1Jgq6KijjmrY0PFUfrkt4uf0rFIWlK/kj0VXe0vx9Vo+dyyoPKtUPWIgC2r0mj0W+C2fO6YfHGiaOHFi5TyNnt6uPXeMfllsscV6TI2Vdfjmv8tEmWJ6pUYpFmeOPPEz9Pnnn2+UrVQeLRPrSdRLMYIyniqPUaFrrrlmvjhz/D4Wi9rGiIPhSsMxYiCezs+CLA2rHKNVyvdKFlBqmK8/Oz760Y+WakeqVH9tNLpO9X07q1E0MSIl1gebVYqFuuNrt5mLBZfX3YgFy6XmCRgxkH0lSgQ6UaD2ac3s20InVkOZCRAgQKDNBeLpsuqno+PppuwPzwGXOp5Ey/6oaHh8NrdtyuYtTVnHf8M8sSObazRlQ9nTE0880TBfPCGXdcb32F/78zNGLsTTVPXSd77zncoTiPX219uWdSqnbEqRervybTGSIQs4NNxfW76GGRvsGO7jq4sVv5vUlqf2c3X+vrzv7fh4Uu7kk09ueJpsbuVe773qA+Opwq222iqevKjeXHkfT91lncWVz81601v9+nKNTj9+VnUcrvrF07HxvbBe6u8T03GOeII0nspslOJpzWwqm5l2D7b+M52wZsNgz1/v+HjiNZ4wjafD2ynFk8/x1PuYMWMqxcoWA03ZfO4pnkrNFhROWYCwsq/6TYyciyf9s86xPF/1viK8H8yIgbJP1tmdsuBA+eNMrzGSI5vuLd+eLfScYpRGb6l6xEDWCd3r9+do2xgZEilGBVY/XV3vGtUjBqLu2boH9bLl27I1CPLRJvHhq1/9aj4CrWHmXnbEU/9Zp2rKpnXJn+LuJWtlV9yTMVKiPGIhdsTohiwIludpNIIhRmRmU9mkrOM+rbLKKilbP6lyznpv4ms5e3hjpt91YmRDjLSJ7wPxhH42n33+dHf8PI0RH/G9II6Lr5vBptdffz1lC9A2/Blde/54ij6+V8coh/g670uK8i600EL594O+5K/NE20YIwHiPPXSlltumY9giP1Rl95+N6x3fL1t8TtQjGaqHoWTPWyTsoBO/jMlC4rl91Ttsdn6Binuj0gx+q16xEm9vNni4ilGx1SnbF2M/PthtrZHyhZczkdLxMiH7KGM/N6qzjvQ9zGSOAvGpv333z/96le/GuhpHFcjIDBQA+IjgYEIZPMepi9/+cspm7exxw/igZyrr8fU/uLd6A/Xvp5PPgIECBAgUCuQPZ2fDz/PFvPNd2WLLaZs7t7abP36HIGFGD5dL8Uw5ugMyEYU1Ns907b44zUCCY2mfdkkm95j++23n+m46g3R+d9oCoc77rijz8O3y+eMn8djx45t2FkUfyQ2YyqH8vW8/n+BGIYff5DWS9FRcvHFF9fb1XBbdEbVG3IfB0RH5yGHHNLwWDu6SyA6HWOqhXopOvmjA6w/Kb5PLLHEEvlUDPWOO+CAA/Jp2+rt68Rts88+ez61W22gtp3qEp2q0eEfKX7OnXfeeXWLl60jkeJn4azy1T24SzY2IzBQTRG/Y8SUhfEzPTouo+M+myM9xd/YkXbddde8k7H6mNr31YGBWQWBqwMDvU0ZVb5GdWAgOiV7u4+rAwO108OUz9eX15huKaZdigBh9gR/Xw6pm6e67DGFUvker84c9jFVZKTo08jWKaje3eN9dP5Gx368RodvOcXvUfF9ML6OstF7+c/I8r54je0R6Ilj77zzzkF1gkf7LbPMMil7Ir36Ei15H9+n4/eKmIawmSl+b41gTAQ44vfYMGlFikBnORASU57F1Gf1UjzQEg+2xPfq2ratzR9TU8XvsfE1V50i+BMBoWxkSj4N6Msvv5z3jzUzMBBT+kXgPIIfcS2pOQICA81xdJaCCsRctPFHaPzgjkh7zM0XkeihSAIDQ6HsGgQIECi2QLaQa/70flkhnvRfeumlyx8H9Fqem7TewUceeWSvc/TXOyY60Br9oZMtbJi+8Y1v1Dss3xZ/mMW8/41SdARWP3XVKF/t9ghIxNNS9VL8MbPqqqvW22XbIASiozU6URoFiWKu8OgA6k/KpmVI48ePr3tI/B4Wa0r0Ze2JuiewsWMEIkDa2+/38ZRtdQdZXysWTyo3msM+glL15gHv67nbMV90OP0f9u4DXorq/P/4Ix0ERMVGKGKhqSBiDagRUFEJaFQUCyqCGkssifFv/JmoibHFWJIYCxpRY0MFu7FgN/aCggoiIiAoGkCKUu9/vkdmnN2dbXdn793yOa8X7M7MmTMz79m75TynaIzv2ljVxfWEx1jX/AOaryQqqcWxegwpqQJVFanVluIIDOg9WxX46tmnFvtqmT1o0CDXE1DfM1Sp6Ld0zzcwkGmMfN2rcGAglzljwpXrH330kav4THfPw4GBbJXs6crQem+YK9N8I4VUqnqTtbrel6pA12eZN8Fw5CE1t47/HqeAWKYGIOrRqe9q3gTOCWXpe5i+j+k7lzfsZMI2f+Gqq65y21V/oqBJIckbrsjmzJmTcxEKOuncdW25fo/V53zPnj2Dv/ecD5ZDxnAwRnMJyKYYyRvOymSlpHsWNVeOXh9qmKPgjgJE3qTCGU9F32HHjBmT9vuRv7Mq7v33fH1OxpF22mknU6Od0aNHm3qJkuIRIDAQjyOlVIGAJqPSm5AeFQVX9FVDKygg4CcCA74EjwgggAAClSBwxx13uAnGdC3qdq/hNApJagmYaRgi/cjLtD3q2Jkqb9XCS5P9puvGrR9B6jEQlbSPN79C2n2j9vHXqQu2hgyKSpq0Tz80SfEKLFq0KOgGn1yyKu/1o7Q2lfj6sayyo5J6DCjQRapsgWwBRL1PqNI736RhbFTBGpVU8eyNzx21qazXqbI9qsVyKVzUbrvt5ipONbyNWmg3b9488rQ0ebk3/rvbpmFbNLRFtaVCAwMalktDgaiiWs56L1WQPmweHkqoGgMDGhJGRkqqb0j3PSbTay88dGOmegr1rPTmjXBFKWiSaagfBeC9eVVSGnFoCCI1JsnUW8MfQi2X4YoyXVdttvmV1HU5+XCm8wwHYzTR9IEHHpgpe623+cMI6Tu8hnpKblyqgtWQRQ1alBQg0mslXZo/f77rMaPJh7O9Jn3zQoJbyefRpUsXmzZtmhtmyw94JOdhOX8BAgP5m7FHGQjoB5w+eNTqIK7kfwHSWJPehEkumnrYYYeZxjD0v9Rn+sCN6zz8cpLf1NXqgoQAAggggECcAhoDWN2b9QNdn6nepJgFFR9uIZVckLqFawzUfJNa86pVvyrnopLGTU03TrQ+O1UhoTKiksZG9YeMiNqebp0/BmrU9hNPPNH0w4YUr4B+pKoHZ1TSUACak6I2ya/siNpX40fn2vIwan/WlY+A3ifCjYHCZ64hMmozPJiG1dB7a1QaNWpUxuFKovYph3UKjEbNnVDf567xvTWvjT4TVEn60EMPpT0lDZOhRmLKr/ed5N9kaXfMsEHDiRR7WBR9TsbVW8P/XaxLSleRqBbFRx99tDVt2jThyjVciYLnul793Tz33HORwwdWe2Ag3DNFQ7soSJ1v0pAv6pGhlC6Ipe8/mmdD9SfdunVLO+eSf2x9v9H8HH369PFXud4dKkN/P++8804wN0SQYe0T/Z35f/9qZKlgXF0lv5K6VAIDmqfi8ccfd+8fqmz3XeL00PxZ3gTIrshMQ+9ceOGFdsEFF7h8ChAdcMABaU9Djmr4ctddd6XN42/wzeMMDPi9jr0JlV3PFf9YPBYmQGCgMD/2LlEBvbHpDU4/AvVjMI6kD039S24RFI6wExiIQ5oyEEAAAQRKTUAt69XautAKkHCrpORr1I9M9cyrTdKY/hreLyqpR0CmH1waDka9AaOSKjb0wzqfpF4RGsIoXcD+3HPPzTqxcj7HI+8PAmrhe8kll0Ry6P7Xdoxmf5LRqILVRT+u75lR5bOudAQUdFIlcFRSy14F/PJJKkstONO9T1RibxSNo+23Ss3Hqi7yqjLMn48m3QStOo9wrzcNrafW0YUm/X7MNKRdoeWH94/rt2ougQG1KtfY7OHPX73u1cBOcwqoR5+CBOkm4a72wICGfdljjz3c7ZNjbYLQmgtBQx+pMjXdd6SPP/7YBQR0IAUk/d4w4deN/1zzK6hluwJj4aShoPbZZx+3SpX/Gjs/XdLExWp0ool5TzvttHTZYl/vV1KXQmAgPL9Att4Tah2vv5napJtvvtndU+2r+ZL8IdCSy/Lrs/QdX/cvUxBKAQ193qUbai1ctm8eZ2BAAU79JqnN52743HieKEBgINGDpQoR+M1vfuPGtlOUVJHvYib/jVTHiOvLVi7nm1w5k+6HRS5lkQcBBBBAAIG6EMg07E9tewzo809DP6Rrbalh/zJ1i9cYvhp3NippKA8FK7J1lw7vq2726Vquq+eCfuwnf4b7+xf6WV7o/v55pHsstPxi7q+hgjJVOqpSJN9hf1R5pUqtdPMWqHIsXGYxry/dPQmvr+/jh88l6nl9n18hx1eDo3TDg2losLfffjuvySk1SaPG6Y5Kej9TS9J83ndUTiHXV8z9dR0KoNWmV0WUTzHW6T1b791K99xzjw0bNizyMHfffbebCFcb46rY1NjnatWtyq5iJrXcV6BbFZGFplwCA6oMnDlzZkJgQK18FYxXyjY8kCYe3n333VPyatgVBXJU6RlO4cmHK2GOATVw7Nixo7tEDb2U75wjatDYuHFj17BRPTSeeOKJMFfw/OGHH7YhQ4a45X/84x9unoBgY9IT/Y2oYl/vX+Gke6p7q5RtbiYFDTR/hO7XH//4x3AxRX3uV1KXQmAgPCGwhou67rrrIq9dY/0feeSRpkmja5PUm0dDFinpfSbd377fC0rv0eoBly4pMKoAr3rT6rWVLfnmcQUG9D3fH25M39v9YFS282B7DgLeFwgSAhUn4P3I17g6NV5goOjX5o0P6o6l43mBgaIfzz+Ajhf+56/nEQEEEEAAgVIT8H6g1njDBNV4lR8Jn13hzzGv8qjGq7zN+9S9butpy/R6+dV4QwxlLDPTOen8vAkAM+4f3ugNu1TjVb6kPR9vCMJwdp7HLOC1wE5r700SmvfRvBZ2acvzWsPWeEPL5F0mO5SngDd0RtrXgt4nvIrlnC/Mq+Sr8So30pbntUTPuSwyxiPg9dAI7ofuT7p00kknBfm8Fu3pslX8eq/3X+DgTZyacr1ekKPG6xFQs2LFioRtXkV/sN8111yTsC15wZugNsjrBRGCzXfeeWeNNxlwsOw/8Sqmg/xeYMBfHfmo7xr+9w9v8uHIPOGVBx10UJDfa4Ef3pTy3GuMEOT1Jh9O2Z7rCn2+eD01XVnesC257hbk8ypRa/S9StfpDeEVrE9+Ev6c84IuyZuDZa/Cv8YLhNd4vReCdf4Tr+V/cM3ZvnN5k0y7vF6rc3/3Onn0v+t5gYE6OZ4X/HCfC3odJ5t4gZXAa+zYsWnPx5t8u0bvTbVNp59+enAcb7iitMX435369u2bNo82/P73v6+J+ntPt5Nv7gUG0mXJa73q9vy/W68nRV77kjmzgFoWkBCoOAECAxV3S7kgBBBAAIEyFNCPoUmTJtV4rYZqrrzySvcvU4WY8uSbvOFcgh8K/g8G/3G77bbLWpw3rm6N10I3bRn6Ya0fN9mSAhTekEZpy9E5eS3zshXD9gIEDj300LT+XovlmqVLl+Zcuiq2vGEY0pbntVTLuSwylr+A1yOlRpUb/ntL8qPeJ2688casF6r3Q2+osbTlqNxslZpZD0KGvAW8YSmCexJV8akCVTHqv8d7PYlqFPCu1jR9+vTAKyqQpYYAqmxMTnvuuWewn9fiP3lzwrIqs/2/s3Bg4NZbb63xWlEn5NVCpQUGdE3eMEvOwGv5rcW8k/8ZdsQRR6TdV5W9vvP999+fNp+Cn16Pk8jtI0eODMqIzBBa2a5dO5c3KrgTyhb7U7+Suq4CA14vjcAkObDjzdcVbPOG04q8Vq+XgAvEeEP7RG7PZaX+xvx76008HLmLN9l0EKj25nyIzKOV3nCMNbp36cqJ2tE3jysw4Afoq/39N8q60HUEBgoVZP+SFCAwUJK3hZNCAAEEECgDAW8SxILPUpWqr776as0///nPICDgBwZUWe//UEl+1Jf9TK2akk/MGxs3+EGTXJaW1YotlxRuVRVVjtZ5Q0vUeJP3pRTnjZlco9ZfmQIe2t8b2pAW5il68a6444470r62dA/UYyPXyrwTTjghY1le1/94T57SSl7A/32R7j1C69XC0xuyIeVa9L7mzYGWMQip/VVh5A1dlbI/K4oroM8r/76mqxwdPXp0kMcbZ724J1QGpXfp0sV5KNCV3CJan/3eeOYpV6EeeL6zNzFxynZ/hTfsYI1aL3vjmLv8AwYM8DfVeENwRfbQOfXUU4OyFTzIlLwx8oO82VpJq5z+/fsH+XVumdKECROCvN6Y/ZmyZt3m92QJX3/WnUIZvAln3bl4c+WE1v74VJXCasHvBz1lG5W84WVqvOEea7zhjaI214QDA9l60vnBtboOrvuV1HURGPCG0KrxhowMXgePPfZY4HbvvffWbLHFFjX6vqu/heSggTLqe/guu+xS481zFexXmyf6LPL/3tL1BtHfjX8u3oTqaT9/FKjzhtTL6zR887gCA37PFL0vkOIVIDAQryellYiA/8WdoYRK5IZwGggggAACZSGg7vVXXXVVjTe+tWsdlO9Ja9gAb0zUGm+c2pSAgB8YUGWA/0Ml6lEt5HIJTuhct9lmm4xlpWuJlXxd+nHsjXubsSz/XFVx580v5CoAd9ppJzdcgr8t0+NDDz2UfFiWYxbwJjSs2WCDDTLeRw0JsWDBgrRHVvd/VWhlupf6kZupjLSFs6GsBVS571egZHp9aJsq4vz3iZ133jnn94l0ldJlDVcGJ6+Aod/CN7kyV4FuVZ55Y6sH7wtXX311GVxVcU/Rm3C2xhtn3Jnoe4OfvvnmmxoFDbw5AvxVwaMC6d5Y+W4fVZxG9Y5R77vtt9++RkPz6buI/p50HG9c9hr18FPjAm9OD1emKmA1pJMq4/0KZ+VXparOTz109PmupF4/qih9+eWXa8LfQzRczw033OCOF647UMMDnYuCDOHAv3pI6LuFytLnhZJaU+tYGkYoHETQ0DvenBU1Gp5Klev5JvUy1PXo+0ltklp3+8PEKFgTTvq8VA8ODXXjTTjsjqMgj39Nfl4Zq2FDuHLb3+Y/nnzyyW5/nav+XjIlfyihuq7c9Sup6yIwoNeDepHp33HHHRc0CtEwVOq9qNegXhfySg6Qad9BgwbVXHzxxZkYc9521llnuePo705/A+HkzZnivkfrdeLNZ+HyJb9OFOhR4xe9P2YL+oTL1nPfPK7AwK677urO8Yorrkg+FMsFChAYKBCQ3UtTgMBAad4XzgoBBBBAoLQFVHntV+CrRXSuLVf1Y0E/oLWPv3+6R3VH9ybhdV/u9aMo6l+PHj1qMrXK8yYdc63Xovb113kTguaF7XdR9veP8zFTN/68TpLMWQW8SRAjX1Ph+6lKlnPPPdf9OFelkSp8FdDSj1+/0iKcP/m5NwFj1vMgQ2UKqHVn8ushrmX1SiLVn4DeB7wJzN39VWWdWuvqN6WGY9FwK3of9++1Pu9INTUan16f56rkVyWzWrgreB4OFCQ7KfCvIWn8IfxU0a45YNSgQMaqwHzjjTfcbvpuER4ibr311nP5/DLV6ty/J+ke9V6v5Feyp8un9eEKTFXgZsqrbbp+JX2vyZZXAcJ807fffhsEpGoTWNDx3nzzTRco0ZwP6umiuR28CWldZf9vfvOb4JRUEd2sWTP33eqSSy5xlbq/+tWvarbeemsXZAkyRjxRbyj/+rMN2ec3wkgOwEUUG+sqv5K6LgIDOnHNPalAsr4vqDej/jbU68KbuDu4LvVWVfBA8y1oyE0NGaVAjoI1cSX15lFwQMEtb5LhGt1zDTE0YsSIGn3XVgBMScErBeT0t6y/T+XR61oNYBT4USAp3+Sbh/+u8i3Dz6/r0OtTrzP/nP1tPBYusI6K8HBJCFSUgPeGZ16FhHlRf/Mi3EW9Nq81kD3yyCPuGN4HgGn297pI3pt2wmH4U07gYAEBBBBAIE8BbxxT81rGBXt5LffNa50TLKd74v1YNa/1nGn/bMmbDNi8ShbzWgKa92M9W3bzKmnMazllnTt3VmMW8yYbswcffNC8H7pZ91W+IUOGZM0XzuD9CDbvB1l4VcHPe/fubS+++KJ5rU0LLosCsgt4Ey6aV7Fk3lAR2TPXIkeHDh3MG1LKvMqwWuzNLpUg4FUWmzckSqyX4gUyzWtFal4FSqzlUlj+Anq/9oYWMq91u3kVZdavXz/zWtOaV2Hn1nmVe+aNsW9ehV7+hVfgHl5Fv40bN8681tDmDUViXsti0+s5W/IqkM0L8rvPda8HoHmt6917t/ZPtvV6CDhzfS/xWrUHReseeb09zKswtKZNm5rXs8Bt8yoRTZ8F+udViFqbNm3MmyPCfU/x83o9BcyrLDcv+GBeK3e33ev1aF5AwJUxZ84cV57yK6/K1vcQ5fHL9gIV7rPdq8A3OYTL1jV4jSuCvNpXr6F8k9fi3H038yrzTe89tU16XXuVv+bNoeFMvBb75lX6JhQ3d+5ce+KJJ2zKlCnO0wtmmBfwMV1npqS6ENWJKM2ePTvhHoX3k4eMZO7N62FehXh4c1GfexXv5g15ZF5gwLyhmYp6LL9wr2eh+37sNTxw33312t544439ze5R98TraWJeq33zepqZN/eC+1tIyBTDgtcIwv29efN/uL8Dvbcdfvjh7rXgF6/74k0sbl5vH5dH39f1/uf1zvWz5PXom+tzzeutkNe+yZl1XvpNoPcAfVaS4hUgMBCvJ6WViACBgRK5EZwGAggggEDZCPg/BnXC+hHsteZyP+DSXYDXpd+eeeYZ9yMzXR5/vX6Y60eI/um5fsh7k5yZ1yvAzxLro37wekML5F2mfrjrh6rXrT7vfaN20PV6wxm4ypKo7awrjoACR7vvvrurkInzCAps6X7qxympegX0PnHKKaeYN+RCLAje0Ciusiq5wiiWwikkFgG9p/iVqF4rWvNa/8ZSLoUgkE1AlbT6PPNae7vgS7b89bHdG/7GvN527tDekE/u+13UeXhzFLggm7apQlxB/LpKfiV1XQYG6uraSvU4vnkcgQEFMbzhl9z3c/0+IcUrQGAgXk9KKxEBAgMlciM4DQQQQACBshBQazev27BrDacTVgWIfohGJVXqq5JELSrV+itT0o8BtTjbdtttTZWq4aRWazvuuKN54xGHVxf8XL0LFHBQy8XaJrUGVo8GtQysbfImujVvKApaANcWsMD91IJ1+PDhrmVigUW53dVTU/dTLQ5JCEjAG5LDzjnnHNfauLYi3mTF5g23YK1ataptEexXgIA+w9S77LnnnjNvolbr06dPZGneUBouEKTWzmoR7Q0REpmPlQgUQ8Ab8sWNhKBW03vssUcxDlFwmd68Eq73hzduven7T1RS0MCb7Nm936k1vXps1FXSeek7gVqbq9U5qfgCcQUG1JOlU6dO7vu0fjvQYzP+e0dgIH5TSiwBAQIDJXATOAUEEEAAgbIRUDd9VYwoqQJfrXG88X/dcvg/ddtXzwK1DsuUNGyOAgJqCZscEAjvpwr8vffe2xSYiCO1a9fOnn32WdMP1EKThos588wzXUvefMryxlc2tShVd3BS/QqMHz/evImEzRsbt6AT0RAV6kXijTteUDnsXHkCGnLDG7/ZDdGQz9VpyAhvHG/zxk/PZzfyxizgjf/t3q9VrALiUb3YVCml+6WhaE477TS79tprYz4LikMgs4A3/5OpJ+SRRx5p3nj1mTPX01ZvXgn3XqihjxTsjErnnXeeefMAuSGRNDRSXSb1cvXmkrITTjjBDZNUl8eu1mPFFRi48MIL7YILLjBv0nfz5mWoVs6iXjeBgaLyUnh9CRAYqC95josAAgggUK4CGuNX46CqJc5ee+2VcBkaOsObDNDU2ks9BtIlBQHUC0AVLP5Yv+ny+usnTZrk5gKYOXOmv6pWjxrTWMMHqcdAnEnXrZbialWqMVqjkgIh/fv3t2OOOcb9eM8UDInan3XFE1CAx5tkz7zJQmt1EI2te6s394Ze1yQE0glo3hQFj1SBp4rkqKRgq94n9Ho86KCDMgZNo/ZnXfwC3sSq9sknn7iCdU8eeOCBlIOoV8f999/vetFpGBINtUdCoK4FNN+SGnBo7oNS7LGiwJk+JzWG/fvvv++CaWEjb3LvoLGIPo/9oYfCeXheWQJqJKPgq74Tax6y2vSMU68uv7eAvs/l+tuisiSLfzUEBopvzBEKFJg8ebIbrkCToeSa7rvvPjcGrKKL+UzyoyEPDj744LyiyEw+nOtdIR8CCCCAQDkIKAgQnuBerfkfe+wxNzFapvP3JymrzRd/teRSq1tVwGYKPEQdXz84zjjjDLvooosSJlGLylvoOk20/PHHH5t+4Op7iSY03GKLLdykclQWFapbvP11r/Tauvzyy3OelFgTjGoccfWe4Ydo8e5NJZasijG9T6iHlV57mrhTLc71Hsn7RGndcfUu00TCCmbfddddKYFlv2IrjiHqSuvKOZtyE9DkzmoAoboKvVZLMWkOAQU/VZmrXgN+IxM1sNBnqd4TNU+PhpckVZ6AhmlSjypNzq17rWFH/SFHNYdO79693XBA66+/fs5zealnydlnn+2C7v4E15UnV/9XRGCg/u8BZ5BFQB8oio7XVVK38wMPPDDnwxEYyJmKjAgggAACZSaginANHaQv+emSvuAPHDjQOnTokC5Lzuvfe+89048Atc5U67NMST0bjjjiCPeDQZXzJASyCSjopR+uDz/8sGt0Mm3aNNeKTcGoDTbYwNR6eJdddrH999/fVWiEA2TZymY7AgiUn4CGi9PQeLfffnvKyfvDnui3qObgibs3WsoBWYFAFoErrrjCBaxV6a4he0oxaW6m6667zh555BHXiEKfo2pEMWDAANcARD0sSZUpoN8M6lms4RcVBFejCs0joe9eK1eudP+WL1/uGh9pMuFsSb2YNd+Z5n+58cYbs2VnewECBAYKwGPXuhFQt32N35lPj4EbbrjB1GtAX+I6duyY84n6kyQ2aNAg530IDORMRUYEEEAAgTIRUEWpvtxHjbfsX4I+KzWPgP7FPXTO0qVLbeLEie74GuZh4cKF7rCqvO3atavttttu7seCJoIkIYAAAgggUBsBBaAPOOAAV3mlyie1ap06dappbGz1JFCgWhOOEySsjS77FENA8wxoaEMNX6bvQyQEKlFA3/vVw0Cjf2jSbXrbFfcuExgori+l15MAcwzUEzyHRQABBBAoewG15nn00Ufts88+S3stqqDfb7/9bJNNNkmbhw0IIIAAAgiUg4BaN7/44otuHplevXq5gPcOO+xQ9OHpysGGcywtAQWz1PpePTlfffVVKkxL6/ZwNjEJaMisd999170vt2vXLqZSKSadAIGBdDKsL2sBAgNlffs4eQQQQACBOhDQ+J8aBig8frpa6GgCX00Sli6psqRfv36x9xJIdzzWI4AAAggggAACCPwgoF6VmixbQzhqhAQSApUkcOWVV7peW5qPYrPNNqukSyvZayEwULK3hhMrRIDAQCF67IsAAgggUOkCmgxMPyY1ZJAq+rfffnv75ptvXFAg3XwCGjN00KBBbhLNSvfh+hBAAAEEEEAAgVIV0Jjt99xzj2loIYa6KtW7xHnVRtf8fm4AAEAASURBVODee+91vZJbtWpVm93ZpxYCBAZqgcYupS9AYKD07xFniAACCCBQfwKa5PeZZ54JTmDPPfd0k7IqYBCVNGTQ4MGDbb311ovazDoEEEAAAQQQQAABBBBAAIEyEyAwUGY3jNPNTYDAQG5O5EIAAQQQqD4B9RK45ZZb7Ntvv3UXr/kCNISQ1kel7t272957783QQVE4rEMAAQQQQAABBBBAAAEEylSAwECZ3jhOO7NAXQYGDjjgAHvsscfcCV166aV2zjnnZD65mLYmdxmsqamJqWSKQQABBBCoZIEpU6bYE088EVyiPj+SP1P8jX379rVddtnFX+QRAQQQQAABBBBAAAEEEECgQgQIDFTIjeQyEgXqKjCwevVq23bbbe2jjz5yJzBq1Ci76aabEk+mSEvJlTgEBooETbEIIIBABQnos2Ls2LEZJxfW5TZs2ND2339/23rrrSvo6rkUBBBAAAEEEEAAAQQQQAABX4DAgC/BY0UJFCMwoHGX//nPf7qhFpYuXeoqVTQ+87vvvhvYNWjQwPbdd1/r06ePtWzZ0po3b26bbrqpDRs2LMgT1xMCA3FJUg4CCCBQPQIaPkiTevnDCEX1FmjSpIkNHTrUOnToUD0wXCkCCCCAAAIIIIAAAgggUGUCBAaq7IZXy+UWIzDw/fffW+/evV2Ff+PGjU3/FAhIrqDXGM36t3LlSlu+fLltscUWdt9998VOn3xcegzETkyBCCCAQEUKTJs2zR5++GF3bcmBAQW0f/GLX5gmGyYhgAACCCCAAAIIIIAAAghUrgCBgcq9t1V9ZcUIDJQaKIGBUrsjnA8CCCBQ+gJz5sxxwWoNhZecFBRQD7cNN9wweRPLCCCAAAIIIIAAAggggAACFSZAYKDCbiiX84MAgQFeCQgggAACCCQKfPPNN3b33Xe73myJW8wNfXfooYda27ZtkzexjAACCCCAAAIIIIAAAgggUIECBAYq8KZySWaXXnqpnXfeeTZ37lzbeOONK5KEHgMVeVu5KAQQQKAoAsuWLbN///vftnjx4pTymzVrZgoKbLTRRinbWIEAAggggAACCCCAAAIIIFCZAgQGKvO+Vv1VaYiE2bNnW6dOnSrWgsBAxd5aLgwBBBCIVWDVqlU2btw4FyxPLrhRo0Z2yCGHWLt27ZI3sYwAAggggAACCCCAAAIIIFDBAgQGKvjmcmmVLUBgoLLvL1eHAAIIxCXw4IMP2vTp01OK0+fIkCFDbMstt0zZxgoEEEAAAQQQQAABBBBAAIHKFiAwUNn3l6urYAECAxV8c7k0BBBAICaB9957z5555pnI0gYMGGC9evWK3MZKBBBAAAEEEEAAAQQQQACByhYgMFDZ95erq2ABAgMVfHO5NAQQQCAGgXnz5rnJhjW8nv+ZUVNT45737NnTBg4cGMNRKAIBBBBAAAEEEEAAAQQQQKAcBQgMlONd45wR8AT8Sh4fQ5U9JAQQQAABBCSwcuVKu/32223hwoUBiB8U0HwCmmy4YcOGwTaeIIAAAggggAACCCCAAAIIVJcAgYHqut9cbQUJEBiooJvJpSCAAAIxC/znP/+xDz74ICWI3LJlSzvqqKOsRYsWMR+R4hBAAAEEEEAAAQQQQAABBMpJgMBAOd0tzhWBkACBgRAGTxFAAAEEAoGpU6faI488EizriXoLqIfA8OHDbZNNNknYxgICCCCAAAIIIIAAAggggED1CRAYqL57zhVXiACBgQq5kVwGAgggEKPA4sWL7bbbbrPly5enlLrnnntanz59UtazAgEEEEAAAQQQQAABBBBAoPoECAxU3z3niitEgMBAhdxILgMBBBCIUeD++++3mTNnBiX688+0b9/ehg0bljK0UJCRJwgggAACCCCAAAIIIIAAAlUlQGCgqm43F1tJAgQGKuluci0IIIBA4QKTJ082zS2QnJo3b24jRoywddddN3kTywgggAACCCCAAAIIIIAAAlUqQGCgSm88l13+AgQGyv8ecgUIIIBAXALLli2zW2+91b7//vuUIg888EDbYostUtazAgEEEEAAAQQQQAABBBBAoHoFCAxU773nystcgMBAmd9ATh8BBBCIUUA9BdRjIDn16NHDBg0alLyaZQQQQAABBBBAAAEEEEAAgSoXIDBQ5S8ALr98BQgMlO+948wRQACBOAW++OILu/vuu1OKbNGihR177LHWrFmzlG2sQAABBBBAAAEEEEAAAQQQqG4BAgPVff+5+jIWIDBQxjePU0cAAQRiEtDkwnfeead9+eWXrkQt+58PBxxwgHXt2jWmI1EMAggggAACCCCAAAIIIIBAJQkQGKiku8m1VJWAX/HjX7Qqg0gIIIAAAtUlMGXKFHviiSfcRftBAT1qouFRo0ZZo0aNqguEq0UAAQQQQAABBBBAAAEEEMhJgMBATkxkQqD0BAgMlN494YwQQACBuhRYtWqV3XLLLbZkyRLzg8P+Z8Mmm2xiRx55ZF2eDsdCAAEEEEAAAQQQQAABBBAoIwECA2V0szhVBMICfuWPv86vFPKXeUQAAQQQqGyBN954w1588UV3kX5vAf+KDzroIOvcubO/yCMCCCCAAAIIIIAAAggggAACCQIEBhI4WECgfAQIDJTPveJMEUAAgbgFli9fbjfffLN9//33Kb0F2rZtayNGjIj7kJSHAAIIIIAAAggggAACCCBQQQIEBiroZnIp1SVAYKC67jdXiwACCIQFXnnlFXv11VfdquTeAoMHD7YuXbqEs/McAQQQQAABBBBAAAEEEEAAgQQBAgMJHCwgUD4CBAbK515xpggggECcAuolMGbMGFuxYoUrNhwYaNOmjR133HGW/BkR5/EpCwEEEEAAAQQQQAABBBBAoPwFCAyU/z3kCqpUILnShzkGqvSFwGUjgEDVCYR7C4QvfqeddrJOnTpZx44dw6t5jgACCCCAAAIIIIAAAggggECKAIGBFBJWIFAeAgQGyuM+cZYIIIBAnAKaW0C9BfQYTq1bt3Y9BRo2bBhezXMEEEAAAQQQQAABBBBAAAEEIgUIDESysBKB0hcgMFD694gzRAABBOIWeP311+2ll15KKXbgwIHWs2fPlPWsQAABBBBAAAEEEEAAAQQQQCBKgMBAlArrECgDAQIDZXCTOEUEEEAgRoFVq1a53gLLli1LKLVVq1Y2cuRIo7dAAgsLCCCAAAIIIIAAAggggAACGQQIDGTAYRMCpSxAYKCU7w7nhgACCMQvMGnSJHv66adTCt5rr72sd+/eKetZgQACCCCAAAIIIIAAAggggEA6AQID6WRYj0CJCxAYKPEbxOkhgAACMQpogvlbb73VFixY4ErVsj4HmjVrZqNHj7bGjRvHeDSKQgABBBBAAAEEEEAAAQQQqHQBAgOVfoe5vooVIDBQsbeWC0MAAQRSBD799FObMGFCyvpGjRrZL37xC2vfvn3KNlYggAACCCCAAAIIIIAAAgggkE6AwEA6GdYjUOICBAZK/AZxeggggECMAuPGjbNZs2allKieAqNGjbLmzZunbGMFAggggAACCCCAAAIIIIAAAukECAykk2E9AiUuQGCgxG8Qp4cAAgjEJDB//ny7/fbbg9L8YYS0ok+fPrbnnnsG23iCAAIIIIAAAggggAACCCCAQC4CBAZyUSIPAiUoQGCgBG8Kp4QAAggUQeCpp56y999/35UcDgo0bNjQjj/+eGvZsmURjkqRCCCAAAIIIIAAAggggAAClSxAYKCS7y7XVtECBAYq+vZycQgggIAT+O677+ymm26yVatWWTgooI09e/a0gQMHIoUAAggggAACCCCAAAIIIIBA3gIEBvImYwcESkOAwEBp3AfOAgEEECimwJtvvmkvvPCCO4QCA0r++796C6y33npuHf8hgAACCCCAAAIIIIAAAgggkI8AgYF8tMiLQAkJ+BVD/in5FUb+Mo8IIIAAAuUtoPf1W265xRYtWpRwIW3atLF99tnH2rdvn7CeBQQQQAABBBBAAAEEEEAAAQRyFSAwkKsU+RAoMQECAyV2QzgdBBBAIGaBGTNm2Pjx41NK3Wuvvax3794p61mBAAIIIIAAAggggAACCCCAQK4CBAZylSIfAiUmQGCgxG4Ip4MAAgjELDBhwgT79NNPE0pt1KiRnXjiida0adOE9SwggAACCCCAAAIIIIAAAgggkI8AgYF8tMiLQAkJEBgooZvBqSCAAAIxCyxevNjGjBnjJhwOF73ddtvZ3nvvHV7FcwQQQAABBBBAAAEEEEAAAQTyFiAwkDcZOyBQGgIEBkrjPnAWCCCAQDEE/vvf/5r+aZ6B8Pv9UUcdZRtvvHExDkmZCCCAAAIIIIAAAggggAACVSRAYKCKbjaXWlkC4YoiXRmTD1fW/eVqEECgegXWrFnjegssWbIkeG/Xe/6mm25qRxxxRPXCcOUIIIAAAggggAACCCCAAAKxCRAYiI2SghCoWwECA3XrzdEQQACBuhKYPn26Pfjggym9Bdq3b2/Dhg2rq9PgOAgggAACCCCAAAIIIIAAAhUsQGCggm8ul1bZAgQGKvv+cnUIIFC9Av6kw8nDCA0ePNi6dOlSvTBcOQIIIIAAAggggAACCCCAQGwCBAZio6QgBOpWgMBA3XpzNAQQQKAuBDR80E033WQaTkjJf69v1qyZnXzyyXVxChwDAQQQQAABBBBAAAEEEECgCgQIDFTBTeYSK1PAryzyr445BnwJHhFAAIHyFXjttdfs5ZdfTrmA3Xff3XbaaaeU9axAAAEEEEAAAQQQQAABBBBAoDYCBAZqo8Y+CJSAAIGBErgJnAICCCAQo4ACvLfccostWrQoYX6BBg0a2Omnnx70HojxkBSFAAIIIIAAAggggAACCCBQpQIEBqr0xnPZmQXUYlNDOejx888/d0M6dOjQwfbee2874ogjbJdddslcQB1sJTBQB8gcAgEEEKhDgVmzZtm4cePcEcPzC3Tv3t3222+/OjwTDoUAAggggAACCCCAAAIIIFDpAgQGKv0Oc315CXz99dc2bNgwe/bZZ61///521llnuaEbVq5caa+++qpddtll9sYbb9jhhx9uN9xwg7Vu3Tqv8uPMTGAgTk3KQgABBOpf4PHHH7cPP/ww4UQaNWpko0aNshYtWiSsZwEBBBBAAAEEEEAAAQQQQACBQgQIDBSix74VJTBlyhQbPHiwzZgxw84880z761//Gnl9v/zlL+3666+3zp0725NPPmlbbbVVZL5iryQwUGxhykcAAQTqTmD58uUu4Lxq1aqEg/bo0cMGDRqUsI4FBBBAAAEEEEAAAQQQQAABBAoVIDBQqCD7V4SAKmR69uxpU6dOtYMPPtgN5ZBc8e5f6Jo1a2zIkCH26KOPuiGFNElkw4YN/c119ph8fkw+XGf0HAgBBBCIXWDSpEn29NNPp5SrXmzt27dPWc8KBBBAAAEEEEAAAQQQQAABBAoRIDBQiB77VozAH/7wB7voootcBf/06dOtU6dOGa9Ncw/suuuuLo/2O//88zPmL8ZGAgPFUKVMBBBAoH4E7rzzTps3b17Cwdu0aWMjR45MWMcCAggggAACuQjUeI2Z1vEmrychgAACCCCAAALpBAgMpJNhfdUIfPrpp6aJHVesWGEDBgyIbLEZhdG1a1fXw0DjP6sMTU5cl4nAQF1qcywEEECgeALffPONjR071sITDutoffv2LYnJ7ot35ZSMAAIIIFAsgZo3ZlrNEx/aOifvbutsuG6xDkO5CCCAAAIIIFDGAgQGyvjmcerxCKi1/5/+9CdXWD6t/8877zz785//7Pa7+OKL7Xe/+108J5RjKQQGcoQiGwIIIFDiAs8//7y99dZb7iz9YeH0Hj969Ghr1apViZ89p4cAAgggUKoCa856wGruf9fWOf6nts4p5RcgWLx4sU2bNs00lKsacq27bnSAY+nSpfbBBx+4z0w13qqPYV5L9TXAeSGAAAIIIJBJgMBAJh22VbyAKmC22GIL++yzz9y13nfffW6OgVwufMyYMa7SRnm7dOliH3/8cS67xZaHwEBslBSEAAII1JuAKjtuvPFGW7ZsWcI5dOzY0Q455JCEdSwggAACCCCQj0DNkuW2pt9VZnMWmbVoXDYBAgUD1Ojqqaeesh49etjChQtt5syZdswxx9iVV15pzZs3dwxffvmlnXrqqfbII49Ynz597Ouvv3Z5zz77bPv1r3+dDxV5EUAAAQQQqEoBAgNVedu5aF9ALUu22247f9HUanOPPfYIljM90RfQn//850GWGTNm2Oabbx4sF/sJgYFiC1M+AgggUHwBzWszYcIEdyD/fV1Ba32+KOhMQgABBBBAoBCBmue8FveH3vJjEQoQjNzthx4EbVv+uL5Enr3++ut22GGH2QknnGBnnHFGEAS44oor7Le//a3tuOOO9sorr5iCAj/96U9t1KhRdtppp9n6669vixYtsiOOOMIee+wxu/766+3EE08skaviNBBAAAEEEChNAQIDpXlfOKs6EtCYzscee2xwtMmTJ7tWKcGKDE/efPNN22mnnYIc9957rx166KHBcrGf+BVI/nH84Sf8ZR4RQAABBEpf4MEHH7RPPvnE/Pd0vZc3bdrUTjrpJNMcNiQEEEAAAQQKFXBDCt3+RmIxJRggmDhxoh1++OH2wAMPWL9+/RLOV5+PG2+8sesVcOmll7o8atClgIHS6tWrbeuttzY11lLaf//97dFHH3XP+Q8BBBBAAAEEogUIDES7sLZKBE4//XS79tprg6v96quvbKONNgqWMz2ZNWuWaagHP51zzjmmL6l1lfxKJP94BAZ8CR4RQACB8hDQmMgaRkjDCfnv6Xov7927t/Xv3788LoKzRAABBBAoeYGEIYWSz7ZEAgTffvutdevWzX0uDh48OPks3fLuu+9uL730kvvM3HTTTd1wsE2aNHHbnn76adt7772D/TRPjz5jSQgggAACCCCQXoDAQHobtlSBgFqk3HPPPcGVfv/9966lZrAiwxONdakuq35Sz4N//etf/mLRH/1KJP9ABAZ8CR4RQACB8hB444037IUXXgiCAv5ZH3XUUa5VpL/MIwIIIIAAAoUKpAwplFxgPQcI1GDrww8/tCeffDL5zILlHXbYwd555x23fNFFF9n5558fbJs/f74LrM+ZM8d23XVX09xxP/nJT4LtPEEAAQQQQACBVAECA6kmrKkigf3228+eeOKJ4IpXrlyZ89ANixcvttatWwf7HnTQQa5La7CiyE8IDBQZmOIRQACBIgsomLxgwQJTYFfv6XrUMAlHH310kY9M8QgggAAC1Siw5tfjrea21zNfugIEx+1q65y6h61TR3MQaL6A9u3bu8mGf/azn0Wen4YKatOmjS1ZssRt11xx22yzTUJe5VGv7rqc9y3hBFhAAAEEEECgzAQIDJTZDeN04xXo27evm7zKL1VfJhs0aOAvZnz87rvvrEWLFkGeAQMGmLqw1lUiMFBX0hwHAQQQiF9g9uzZprlpwkmBAX2WbL/99uHVPEcAgRIVSOit6f39urT2wYv0JS5rKXmdv+y2/ZA9Y561WVLyuP2TjueX7T9mOkam/f1jpsuzfJVZU28+lHTXnfH4/k5e4f7TcP7wMd1z/eclP4+/T9S6fPK4Qtf+F+y3tvBcjuGOn7x/0nJUnrVZbNkKs+aNf1jyjxech5/JewzW5XFufnkqxtu/5vuVtuZsb8L7Bd/ZOqGiI5/WYYBAvQQuvvhie/755yNPRSvff/9969mzp9u+2Wab2RdffJE2LxsQQAABBBBAIDcBAgO5OZGrQgW22247U2sTPyX8wPNXpnlcsWJFwrBDO+64o2lYiLpKfmCgRb9TrOU+51uDdTesq0NzHAQQQACBmAQOnPyu7TR7ljXUPANemU0amvXaxKzrht5SUAkUOljyOn9ZWfwKIH9d8nJUnlDRKcdLLkeHCNbVvmIqfMjgmFHnlsv5+3nc/v45+Y9rj+Sfc/jA/rrI/ZP2y5RnTWij/9Qv2z9eeNl/HuRd4+fK8f6trcpLLkel+Ov8Ev1l/1jhPP66mvDx166syeEYwf7+E/+gofPwN/nn4Y6/Np+/zs/jtq1d8Nf5eYIXtspO2n/tonvw8/t5vlsZ3spzBBAIC+jvxf2pr/17D29Lfl6HAYLkQ4eXb7jhBjvppJPcquHDh9udd94Z3sxzBBBAAAEEEKiFAIGBWqCxS+UIdOrUyT7//HN3QeopoB4DuSblbdTIayG1Nm299dY2depUf7HojwoMNN5iD9vwlGeKfiwOgAACCCAQv8BFTz5iI996Lf6CKREBBBBAAIEsAi42kENcICimngME4bnhNKmwJhcmIYAAAggggEBhAgQGCvNj7zIXUDfUefPmuato2LChrVrldYfOMWk+giZNmgS5FWT47LPPguViP1FgYN3+51irA/5U7ENRPgIIIIBAzAKtvv/OJl91iTUImkDHfACKQwABBBBAIJOAetfkExjwy/KGPVrnsqHWYHgff02dPG666aamuQiUpk2bZltttVWdHJeDIIAAAgggUMkCBAYq+e5ybVkFunXrZh9//LHLl2+PgeQ5Brbddls39mXWg8aUgR4DMUFSDAIIIFDHAuvbQltnWQObdM0VdXxkDocAAggggEABAt02sQa/GWA2ZFvzhzUtoLScd508ebLpt5aSJinWBMMkBBBAAAEEEChcgMBA4YaUUMYCu+yyi73++uvBFazRGM9eS/xc0pIlS6xVq1ZBVk1k/NJLLwXLxX7inydzDBRbmvIRQACB+ATW8XoIjKy5zZqss9p+8kFDO/KJ6dZ4pT8oenzHoSQEEEAAgWoSWPv7ZZ21nyeNvQlrVnpziIR/1vi/cVp4PZ6XLbeaVbn/7rF6Cgj4d/Caa66xM844wy0effTRdtttt/mbeEQAAQQQQACBAgQIDBSAx67lL7DPPvvYU089FVzI8uXLE4YHCjZEPFm0aJG1adMm2LLffvvZY489FiwX+4kfGPCPE0wI6a/gEQEEEECg5ATuuusumzt3bnBeW0xdbt2nrLDOnTa3ho28ihyltZU3wft8VMWOv86v6Plhzx/+99dF5dE6f7ty+3nc87UL/jo/n7+ckCe8Uhu8lJw/eTlTHrdN/3kpeT9/+YetP/zvrwufRrBu7Up/m7/elb22EH+dn8dty7Df2t2Cc2vo5dXEw345mcpOyJPhGP65hPOHzyvTMcL5ksvxlzPlCW/TcyX/PHLe/4fdUvbzy3FlJuVZu+ge/Hz+8dYuB38HUfv7ed22tQv+uuTywnncAb3//Dxu29qV/rrkciLz+JlUVg77r80SHNffx5W9dsFfl3wemfK4bWsLD/bzC1q7Pu/9k8pz+yetCx/CP+7aLJmvMelaXdlJ6/zyoo7hr/Pz+MfMVI7btjajv59fTsJ+a1eu28TWUeV6BabVB99s9sInuV1ZPQcE/JP8+c9/bo888ohbvPnmm23kyJH+ppTHiRMnmuZ+69ChQ8o2ViCAAAIIIIBAogCBgUQPlqpM4NBDD7X77rsvuOpvv/02oRdAsCHiyTfffGNt27YNthx22GF29913B8vFfpLwQ9k7GIGBYotTPgIIIFCYwNKlS+2GG24ICvHft3v06GEKLpMQQAABBBAopsCasa9ZzW8mZD9EiQQEdKKa122DDTYw9dZW+uSTT2zLLbd0z5P/0+es5n3Tb7KBAwcmb2YZAQQQQAABBJIECAwkgbBYXQKjR4+2MWPGBBc9Z84ca9euXbCc6YnmJtAcBX468cQT7frrr/cXi/5IYKDoxBwAAQQQiFVAvco++uijoEwFBvRefvjhh+f82RPszBMEEEAAAQTyEKiZvdDW9LvKbOmK9HvVU0BAn49qrNWnTx875ZRTEs7v6aeftr333tut22ijjeyrr75K2B5euPrqq03DDil40LBhZfb4CF8vzxFAAAEEEChUgMBAoYLsX9YCf/3rX+3Xv/51cA1Tpkyx7t27B8uZnjz33HO21157BVmuvfZaO+2004LlYj8hMFBsYcpHAAEE4hNYvXq1/e1vfzPNZaPkBwVUyaHxkkkIIIAAAggUU2D1Id4QQs+nGUKo68a2jjep8DpDt3MB62KeR3LZ48ePt1/84hfB6tdee8123nnnYFmfkXfccYdb1nptj0orVqxwPQn+/ve/29ChQ6OysA4BBBBAAAEEkgQIDCSBsFhdAv/973/tpz/9aXDRL7zwgu2+++7BcqYn6qI6fPjwIMvLL7+cUFawoUhPCAwUCZZiEUAAgSIITJo0ydTq0U9+YECtILfbbjt/NY8IIIAAAgjELrDmttet5tfjU8utx4CAfzKqxH/ooYfcon7fTJ061bbaaiu3/OGHH7peBJ07dzY14Npss81MPbyjfgeNGDHCNCzsgw8+6BfNIwIIIIAAAghkESAwkAWIzZUtoMmG11tvPdOj0tixY01fKnNJV111lZ111lku67rrrmvz58+35s2b57JrLHmivhDHUjCFIIAAAgjELuBPOuwHBHSAZs2amYa0a9y4cezHo0AEEEAAAQQkEDmEUAkEBPy788tf/tINx9qoUSP7zW9+Y5dcconbtHDhQjeE0D777GNDhgyxfv362apVq+ztt9+23r17+7u733Gnn366zZw50+6//35r0aJFsI0nCCCAAAIIIJBZgMBAZh+2VoHAUUcdZf/+97/dlZ533nn2pz/9Kaer1viX1113ncurLq633XZbTvvFlYnAQFySlIMAAggUV+CLL76InJx+xx13tD322KO4B6d0BBBAAIGqFkgYQqiEAgL+TVEPgf79+1vHjh3tnHPOsZ/85Cf2zjvv2GWXXWYHHnigXX755dagQQO788477fjjj3eTC1988cVubp4333zTrrzyShc0+Ne//kWg3UflEQEEEEAAgRwFCAzkCEW2yhV45ZVXrG/fvu4Ct912W3v//fdzulh1af3ss89c3qeeesoGDhyY035xZSIwEJck5SCAAALFFXj44Ydt2rRpCQfRe7gqOFq3bp2wngUEEEAAAQTiEgiGECrBgED4GhcsWGATJ040DeuqoffUI0BDDO25557hbDZ79mzXMEt5lixZYt26dTM18lJvAhICCCCAAAII5C9AYCB/M/aoQIHddtvNXn31VXdlkydPth49emS8yvfee8+23357l2f//fe3Rx99NGP+YmwkMFAMVcpEAAEE4hVYtGiR3XLLLW6y4XDJXbp0scGDB4dX8RwBBBBAAIHYBNwQQqPvsnVO7FsvkwrHdiEUhAACCCCAAAJFEyAwUDRaCi4ngenTp9sOO+zgJqwaNWqU3XTTTRlP/8gjj3TdWdXSU4GE9u3bZ8xfjI0EBoqhSpkIIIBAvALPPPOMKZicnDR5vSZRJCGAAAIIIFAMgZo5C802a23reMPwkBBAAAEEEEAAgSgBAgNRKqyrSoF7773XDj/8cNeqc8yYMW6IhygIBQ1OOOEE0wRZmldAlTv1kQgM1Ic6x0QAAQRyF/jyyy9Nkw6vWbMmYad27dq5z5uElSwggAACCCCAAAIIIIAAAgggUIcCBAbqEJtDlb7Ak08+acccc4x98803duqpp9r5559v66+/vjvx//3vf/b73//err/+emvbtq0pkFCfk0YSGCj91xNniAAC1S1wxx132FdffeUCzuH37CFDhthWW21V3ThcPQIIIIAAAggggAACCCCAQL0KEBioV34OXooCX3/9tV177bVuqCBNLqzKm1WrVtmMGTNMEw4rcKAeA5tsskm9nn64kkknUlNTU6/nw8ERQAABBH4UUDD51ltvDVboPVrv2xtssIH7HEl+Dw8y8gQBBBBAAAEEEEAAAQQQQACBOhAgMFAHyByifAXUc2D+/PmuMmejjTZyFTqlcjXJlUoEBkrlznAeCCCAgNndd99tX3zxhaPwgwJa2HfffW2bbbaBCAEEEEAAAQQQQAABBBBAAIF6FSAwUK/8HByB2gsQGKi9HXsigAACxRRYtGiR3XzzzSmHaNWqlZu/pgETQabYsAIBBBBAAAEEEEAAAQQQQKBuBQgM1K03R0MgNgECA7FRUhACCCAQq8C4ceNs1qxZQZl+j4EBAwZYr169gvU8QQABBBBAAAEEEEAAAQQQQKC+BAgM1Jc8x0WgQAECAwUCsjsCCCBQBIHly5e7SepXr16dUHrLli1db4GGDRsmrGcBAQQQQAABBBBAAAEEEEAAgfoQIDBQH+ocE4EYBAgMxIBIEQgggEDMAi+//LK99tprrlR/7he9X/fv39+23377mI9GcQgggAACCCCAAAIIIIAAAgjUToDAQO3c2AuBehcgMFDvt4ATQAABBBIEli1bZmPGjLFVq1YlrFdvgZEjR1qjRo0S1rOAAAIIIIAAAggggAACCCCAQH0JEBioL3mOi0CBAgQGCgRkdwQQQCBmgYkTJ9q7776bUurAgQOtZ8+eKetZgQACCCCAAAIIIIAAAggggEB9CRAYqC95jotAgQIEBgoEZHcEEEAgRoEFCxbY2LFjbc2aNQmltmnTxo499lhr0KBBwnoWEEAAAQQQQAABBBBAAAEEEKhPAQID9anPsREoQIDAQAF47IoAAgjELPDggw/a9OnTU0o94IADrGvXrinrWYEAAggggAACCCCAAAIIIIBAfQoQGKhPfY6NQAECBAYKwGNXBBBAIEaBzz//3MaNG+dKDL83b7LJJnbEEUdYeF2Mh6UoBBBAAAEEEEAAAQQQQAABBGotQGCg1nTsiED9CiRXNNXU1NTvCXF0BBBAoAoFNHTQzTffbIsXLza9D4ffm4cNG2bt27evQhUuGQEEEEAAAQQQQAABBBBAoNQFCAyU+h3i/BBIIxCufFIWAgNpoFiNAAIIFFHgrbfesueffz44gv9evPXWW9uQIUOC9TxBAAEEEEAAAQQQQAABBBBAoJQECAyU0t3gXBDIQ4DAQB5YZEUAAQSKILB06VIbM2aMrV69OihdgYFGjRrZMcccY5p4mIQAAggggAACCCCAAAIIIIBAKQoQGCjFu8I5IZCDAIGBHJDIggACCBRR4JFHHrGpU6cGR/B7C+yyyy7Wr1+/YD1PEEAAAQQQQAABBBBAAAEEECg1AQIDpXZHOB8EchQgMJAjFNkQQACBIgh8+umnNn78+IQ5BRQYaN26tR177LHWuHHjIhyVIhFAAAEEEEAAAQQQQAABBBCIR4DAQDyOlIJAnQsQGKhzcg6IAAIIOIEVK1bYrbfeakuWLEmZcFjzCmy11VZIIYAAAggggAACCCCAAAIIIFDSAgQGSvr2cHIIpBcgMJDehi0IIIBAMQWefPJJ++CDD4JD+EMIKSAwdOjQYD1PEEAAAQQQQAABBBBAAAEEEChVAQIDpXpnOC8EsggQGMgCxGYEEECgCAIaQmjChAkpJTdp0sQNIdSyZcuUbaxAAAEEEEAAAQQQQAABBBBAoNQECAyU2h3hfBDIUYDAQI5QZEMAAQRiEvjuu+9s7NixtmzZspQSBwwYYL169UpZzwoEEEAAAQQQQAABBBBAAAEESlGAwEAp3hXOCYEcBAgM5IBEFgQQQCAmAQ0XpJ4CM2bMSCmxY8eOdvDBBydMRJySiRUIIIAAAggggAACCCCAAAIIlJAAgYESuhmcCgL5CBAYyEeLvAgggEBhAm+99ZY9//zzKYU0bdrURowYYa1atUrZxgoEEEAAAQQQQAABBBBAAAEESlWAwECp3hnOC4EsAgQGsgCxGQEEEIhJYO7cuXbPPffYmjVrXIn+ZMN6H95vv/2se/fuMR2JYhBAAAEEEEAAAQQQQAABBBCoGwECA3XjzFEQiF2AwEDspBSIAAIIpAhoPoE77rjDlixZ4rYpKKD3Xz126tTJDjnkkJR9WIEAAggggAACCCCAAAIIIIBAqQsQGCj1O8T5IZBGgMBAGhhWI4AAAjEJqIfAuHHjbM6cOZElHnPMMbbhhhtGbmMlAggggAACCCCAAAIIIIAAAqUsQGCglO8O54ZABgECAxlw2IQAAgjEIPD000/bpEmTgpL83gJaseWWW9rQoUODbTxBAAEEEEAAAQQQQAABBBBAoJwECAyU093iXBEICRAYCGHwFAEEEIhZ4M0337QXXnghbanHHXecrb/++mm3swEBBBBAAAEEEEAAAQQQQACBUhYgMFDKd4dzQyCDAIGBDDhsQgABBAoQmDZtmj388MNBCeGeAlrZpUsXGzx4cLCdJwgggAACCCCAAAIIIIAAAgiUmwCBgXK7Y5wvAmsFCAzwUkAAAQTiF/j8889t/Pjxtnr16pTCGzRoYJp34KijjrKNN944ZTsrEEAAAQQQQAABBBBAAAEEECgXAQID5XKnOE8EkgQIDCSBsIgAAggUKPDll1/avffeaytXrkwpqU2bNjZs2DCbP3++de7cOWU7KxBAAAEEEEAAAQQQQAABBBAoJwECA+V0tzhXBEICBAZCGDxFAAEEChSYN2+e3X///bZ8+fKUkpo1a2bDhw9nToEUGVYggAACCCCAAAIIIIAAAgiUqwCBgXK9c5x31QsQGKj6lwAACCAQk8AXX3xhDzzwgK1YsSKlxEaNGtkhhxxi7dq1S9nGCgQQQAABBBBAAAEEEEAAAQTKVYDAQLneOc676gUIDFT9SwAABBCIQWDWrFk2YcKEyOGDNKfA0KFDGTooBmeKQAABBBBAAAEEEEAAAQQQKC0BAgOldT84GwRyFiAwkDMVGRFAAIFIgc8++8weeughW7VqVcp2vcfuv//+1rVr15RtrEAAAQQQQAABBBBAAAEEEECg3AUIDJT7HeT8q1aAwEDV3nouHAEEYhCYOnWqPf7447Z69eqU0tRToHfv3vb111/bzjvvbB06dEjJwwoEEEAAAQQQQAABBBBAAAEEylmAwEA53z3OvaoFCAxU9e3n4hFAoACBN954w1588cXIEho2bGiDBw+2V1991b788kuXZ5tttrF99903Mj8rEUAAAQQQQAABBBBAAAEEEChHAQID5XjXOGcEPAECA7wMEEAAgfwE1DvgmWeesQ8++CByR000PGTIELdNkxH7adCgQdajRw9/kUcEEEAAAQQQQAABBBBAAAEEyl6AwEDZ30IuoFoFCAxU653nuhFAoDYCixcvtkceecTmzp0buXvjxo3twAMPdMMG3XvvvTZ79myXr3Xr1jZy5EjT8EIkBBBAAAEEEEAAAQQQQAABBCpFgMBApdxJrqPqBAgMVN0t54IRQKCWAp9//rk99thjtmzZssgSmjVr5oIC7dq1szlz5tg999wT5BswYID16tUrWOYJAggggAACCCCAAAIIIIAAApUgQGCgEu4i11CVAgQGqvK2c9EIIJCHwJo1a+yVV16x119/Pe1e66+/vh100EHWpk0bl2f8+PE2Y8YM93zddde1448/3jTEEAkBBBBAAAEEEEAAAQQQQACBShIgMFBJd5NrqSoBAgNVdbu5WAQQWCugeQI0QXC2tGDBAnv88cdt3rx5abN26NDBfv7zn5t6DPhp0aJFpsmJJ0+ebH379rUdd9zR38QjAggggAACCCCAAAIIIIAAAhUjQGCgYm4lF1LfAprM8uWXX7YTTzyxTk6FwECdMHMQBBCoR4Hvv//eHn74YXviiSfszTfftE8//dSWLFniJl/faKONrGvXrq7yfujQobbrrru6M62pqbG33nrLvR8riJAu9enTx3bfffe0cwfoOE2bNjXNPUBCAAEEEEAAAQQQQAABBBBAoNIECAxU2h3leupcQENVXHbZZfb73//eVq1aZfPnz7e2bdsW/TwIDBSdmAMggEA9CSxcuNCuvPJK+/vf/256nkvadttt7dRTT7WWLVval19+mXYXVfTvs88+LqiQNhMbEEAAAQQQQAABBBBAAAEEEKhwAQIDFX6DubziCajl6l133WW33367ffzxx8GBvvjiC9tss82C5WI9ITBQLFnKRaC6BFauXOla16vH00cffWRff/21KeC53nrrWefOnW3nnXc2TcDrj8FfbJ0HH3zQTjrppIxDAGU6hy222MKGDx9uG2ywQUq2TTbZxPbff3/TvAIkBBBAAAEEEEAAAQQQQAABBKpZgMBANd99rj0vgQ8//NBOOeUU0/jT06ZNs8WLF7uKMw1HMXHixKAsAgM/UGjyzoceeshefPFFk516UqhHRevWrW3zzTd343bvu+++ttdee5XMxJ6fffZZcM5TpkwJzrlVq1auglT3Wufcv3//opyzXjsTJkywZ5991jQ01dy5c2358uXWokUL69ixo22//fauglZjoqvSloRAIQJ6vf3lL3+x2267zb755puMRamV/eDBg+3Xv/61G7onY+YCNqrn1R//+McCSvhhV/3NHHvssbblllsGZWmuAM0ZkMv8BMFOPEEAAQQQQAABBBBAAAEEEECgQgUIDFTojeWy4hdQr4Dzzz/ftTT1K7Y1PvVLL71ke++9d3DAag8MKBCgir2nn37aNNZ3ttSuXTs77bTT7PTTT7fmzZtny16U7WopfdFFF9lTTz2V0zmrR4h/zqqALDRNmjTJLrzwQlNL6UxjovvH0TFHjBjhXo/yIyGQj4B6CFx66aX25z//2TSGf77pF7/4hf3jH/+wTTfdNN9dM+Y/++yzXaAiY6Y8NiqYMXr0aFNAb9CgQZbpb0VBy0aNGuVROlkRQAABBBBAAAEEEEAAAQQQKG8BAgPlff84+xIQUAU4gQGz//3vf66y/M4776zVXenQoYONGTPGjf1dqwJqsdOCBQvsV7/6ld1xxx212Nusffv27pzVi6A2SZWy5557rl177bVu6JZ8y1CAQBW8Glc9eWipfMsif3UIaOz9gw8+2A0dVMgVa+Lf+++/303eW0g5/r7621clftxJPZQ0EfFWW22Vtuhly5bZrbfeat27d3c9mdRDiIQAAggggAACCCCAAAIIIIBApQsQGKj0O8z1FV2AwICZht3R8Daad6GQpMrtP/3pT/a73/2ukGJy2ldjqWtolOnTp+eUP10mnbNa+6s3ST5JFbQ6/ptvvpnPbpF5hw0bZmPHjrVmzZpFbmclAhKYM2eOG7pLQ6HFkZo2beqGvlJr/ELSJ598Yr169TJV0Bcj7bHHHvbcc8+lDZ6pl9Mbb7zhDq1eAyeccAJ/S8W4EZSJAAIIIIAAAggggAACCCBQUgIEBkrqdnAy5ShQ7YEBBQV+9rOfufH447p/akWvYU6KlTTngc75q6++iu0Qv/3tb+2yyy7LqTzNt6BhqMKTVue0Y4ZM++23n6ukbdKkSYZcbKpWgaVLl1q/fv3s3XffjZVAw3+98sorbv6L2hZ80EEHuddupv27du1qv/zlL90cH506dXJDIOm9Z/z48XbDDTfYkiVLMu1u6smkCYmTk3rtqLfCihUr3KYePXq4YYeS87GMAAIIIIAAAggggAACCCCAQKUJEBiotDvK9dS5QDUHBjRhqSb01KS9caebb77ZRo4cGXexpuGDdM6F9m6IOrEbb7wx63AoGst8zz33dJWpUWUUsu7EE0+066+/vpAi2LdCBfTa0OuzGEnD9GiejNrMETJ58mTbdtttM57WH/7wBzvvvPNMcwZEpXnz5rlKf/UKSJdU4a9jJadXX3014W9RExZvsMEGydlYRgABBBBAAAEEEEAAAQQQQKDiBAgMVNwt5YLqWqCaAwOHHXaY3XvvvUUhVyXj+++/b1tuuWWs5R9xxBF21113xVqmX5iG8lEF6dZbb+2vSnm84IIL3NBDKRtiWvHQQw+5YZ1iKo5iKkBAld+77bZb1itRBb0mFu7WrZup58nnn3/uJuT+z3/+k3UOjP/7v/9zk45nPUhShjPPPNOuvvrqpLU/Ll511VV2xhln/LgizTO1+NdcH5mCA5pk/Kc//WlQgiZhvummm4IJmPV3qyHRSAgggAACCCCAAAIIIIAAAghUgwCBgWq4y1xjUQWqNTDw7LPPWv/+/TPaNmzY0DT+/SGHHGLbbLONa1Gscc6feeYZN/zH7NmzM+6vSjpVdMeVnn/+eTeEUKbydM6HHnqo+6dz1gS/4XOeNWtWpt1t//33t0cffTQyz8yZM01Doixfvjxyu79S133UUUfZDjvsYOuvv74b8uill15ylZj+WOh+3uTHzTff3KZOnZq2dXVyfpYrX2CfffZxFfzprnSTTTaxf/zjH25S4qg8GnpLvXcUYEiXWrZsaXp959PaXsP/KAihv6+olOlvKSr/3LlzrUuXLmmHFUoe7ks9CBT08NORRx5psiAhgAACCCCAAAIIIIAAAgggUA0CBAaq4S5zjUUVqNbAwF577ZWxda6G7rj77rttu+22i/RXC1+1Mv7LX/5iNTU1kXm08u2337bevXun3Z7PhoEDB7qgRLp9VEl5zz33WM+ePSOz6Jx///vf2+WXX57xnDWhcJ8+fVLKOPXUU10FbMqGtSs23XRTd3xNlpouaZLhk08+OeNErRoz/fjjj09XBOurSEBBIgWj0qWOHTu6v+POnTuny+LWq3W9AnyZAnXZWvcvXrzYvvjiC/dPvRFmzJiRsffM66+/bjvttFPG80reePbZZ7v3lOT1WlZvAfUaCCcFM1577TXTpMPqLUFCAAEEEEAAAQQQQAABBBBAoFoECAxUy53mOosmUI2BgWyVjWpp/+KLL7rW7tngFRhQZV66pAlHr7vuunSbc14/ffp001jo6ZICGWqVrxb62ZIqQM8666y02U444QTXIyKcQb0ENtpoI1PlaFTSNlVQZqug1b56zak1tSpro9Iuu+ySsXV31D6sq0wBTeKt8fmjUoMGDdz4+nq95JKWLVvm5gNQhX5U8iveV69ebQsXLrT//e9/blJyTfKtf8kTBH/yySf2z3/+M6ooa9++vWXrnRO1Y6Zhk9SbQfOiRCX9LaWbwyAqP+sQQAABBBBAAAEEEEAAAQQQKHcBAgPlfgc5/3oXqM/AQJs2bVxrerW4Vyv2ddZZJ/AIPw9Wek/C68PPlSe8rMo9taJNTsrzr3/9K+244NpH4+x37949ede0ywcccIA99thjkdtVYa4gQ/jc/IzJ68LL4efKr1b0l156qb9rwqOGD3rvvffccEcJGzIsDBkyxB5++OHIHG3btrV33nkn4Zw19NLRRx8dmV8rH3zwQVOZuSZNyHrRRRelzT5lyhTbeOONg+1hj/DzIIP3JLw+/Fx5wsvh55Wwf7rrCV9buT7PNIzQ8OHD7c4778zr0jQ/h+bpiEoKNFx77bVZh8ry93333Xft9ttv9xcTHnXe4WF+EjZmWPj2229tvfXWi8yh+6wAgP7eSQgggAACCCCAAAIIIIAAAghUuwCBgWp/BXD9BQvUV2BAw8786le/Mk14W9fp5ptvNlU8R6URI0aYhrvJJ6mCMNNwQeeee66psr2QpGDGBx98EFmExvNPV0EZuYO3UhMjpxtySPucc845CRXzCnxoboWotOOOO1q2uQOS91u6dKnpNZDcCtvPd8wxx2Q8Pz8fj7kLqGI5HEQIP1cpyctR68J5ws+j8katC+8Tfh6VV+vUG0eV5VHp8ccft0GDBkVtSrvu+++/dz1f0r3uNFFwhw4d0u4f3qBhwv7973+HVwXPFSRTsCzfpJ45md4TNRwYPQPyVSU/AggggAACCCCAAAIIIIBAJQoQGKjEu8o11alAfQUGNFFm1Dj2dXHxl1xyiX399deRh1Ir+sGDB0duy7RSk4ZOmzYtMosmPtXwRIUk9RaYP39+ZBETJkywoUOHRm7LtFK9Ij766KPILMcee2zC/Aq33nqrCyZEZdZwLwp+5JsOO+wwu/feeyN323fffU2trknVK7BmzZqMw3RpqJ9chs5KFtSQQf/973+TV7vlfP5WFVxUkDEqbb/99q7XTdS2TOs0PNHWW28dmaV58+YZ5+aI3ImVCCCAAAIIIIAAAggggAACCFSoAIGBCr2xXFbdCdRXYOC4445LqHiuuys2+93vfpd2uBBN5qkJTfNNmvhz/PjxkbsNGzbMch0HPbIAb6XGWVdr56j06aef5jS2f/K+hx56qN13333Jq92yJmrdbbfdgm1/+9vf7LPPPguWw09qG0zRUEIaUigq9evXzw466KCoTayrEgG1jk8XcFJvAw0XltzrIBcaBf4effTRyKwaLkuV+pmSghE/+clP3HtIuuGzNCzRnDlzXK+YTGUlb7v++utN85JEJc0jojkI1l13XVP5JAQQQAABBBBAAAEEEEAAAQSqWYDAQDXffa49FoH6Cgx069bNNMltfSQNk7Nq1arIQ6snwYYbbhi5LdNKVSjecccdkVkOPvhgUyvlQpIqSFVRGpW+/PLLhGF/ovJErVOvgHTDJinQ0bdv32C3a665xj7//PNgOfxEQwz1798/vCqn51dccYX99re/jcwrL7mRqldAc49oKCE9RiVNCKw5PPJNCnipgj0qJfcY0DwoOobmu9DjZpttZmq5r6T3EE0InG5C7v/7v/+zP/7xj1GHiVynHhLbbbdd2mHONLyWetFoEuWddtrJ9UKKmkclsnBWIoAAAggggAACCCCAAAIIIFBhAgQGKuyGVtrljBs3zg2VonGji5maNm3qWlenm1Qz07HrKzCglr4KDqiSTpVrvXr1SqgATK4MDC+Hn+vakpej1oXznHXWWWkr8zRfgM4l3zRgwACbOHFi5G6q0NM4/H4Kn4vWJS9HrTv//PPTnvNbb71lO+ywg198zo/ZJnYNn/MNN9xgU6dOjSxbwwzpGvNNGs9dAYeotNdee9VqSKeoslhXvgIXXnhh2jkG8p3wWgrfffedG34o3Xuygnvq3aNeAZoEOFvFe6aeQpor4LXXXst5royLL77YFExIlzTPiIZP8tN+++2X1yTp/n48IoAAAggggAACCCCAAAIIIFAJAgQGKuEuVvA1aAgZBQfqIv385z+3hx56KO9D1WdgIHyyUZXj4e1xPt95553TTpZ75ZVXmgIH+SQN8aPghiodo9KLL75oGhqnkJSplfPll1+ecSz2qOOqYlQ9IzQJcFR6/vnnbY899nCb1JJZvTvSjaeu+SLS9ZaIKttfp9bR6SZU/utf/2qjRo3yswaP4ddJ+LkyhJfDz4Ods+QJ7xN+nly2X16mPJm2Fbq/gmoqP9MxMm0r9PiF7p98blHl+Xk0rM7LL7/sZ0l4PPDAA9MO35WQMbQwZswYGz16dGjNj0+bNGliixYtyjj574+5f3im4cMUHEiXNOSQJu7ONNG39v3HP/7hJmPX31pUUpBCwwx98cUXbnPr1q1NvRsYUihKi3UIIIAAAggggAACCCCAAALVIEBgoBruchlfoyp5NDRNutapcV2aKrQ0zEVtKomqMTBw0kknmVrARyX1Ynj//fezthQO76tKvVNPPTW8KnjesGFDW7hwobVs2TJYV5snp5xyil133XWRu2riY1WwN27cOHJ71MpMY5nrdaRzbtWqVbCrvOQWlTTmuXoTtGvXLmpz5LrnnnvO1CsgXXr99dfdcCnptrO+OgT+8pe/ZAx65TOMlVrbqzfQ7NmzI/H23HNP0+syn6R5DjT2f7reNCpLQw9pSKTTTjvN2rZtm1D8O++84+bZ0DwdmZLmRQkPcaahu7LNhZCpPLYhgAACCCCAAAIIIIAAAgggUO4CBAbK/Q5y/vUuUI2BgQceeCDj+PV//vOf0056mnzDZs2aZb1797ZvvvkmeZNb3n333e2FF16I3JbPSg2bohbS6ZLGMs80DEl4P02KqnOeP39+eHXwXOP7J7fSnjFjhm2xxRZBnuQnajWtiYxzmQxWvRTUa2PKlCnJxbhlBbnmzp1rCqqQqltA81p07tzZ0rWkV2W5erdss802GaE0D8DQoUPt2WefTZtPgbd0E/+m3cnbkO1Z7Y1AAAAbYElEQVT9xN9XATf93XXo0MEFiz/66CPT31W2pGCCgo9+QKNFixauN022YY6ylct2BBBAAAEEEEAAAQQQQAABBMpZgMBAOd89zr0kBKoxMKAeHGrdHh6vO3wzVLmtIUc0VEempIo6jfOdbjgc7fvPf/4zbUv7TGUnb9PEwzrndAEInbNa9acbJsUvT0ORDBo0yPWK8NclP6oS8uSTT05ebQpyvPTSSynr/RXq1XD11Vdn7G3x7bffuqCMXnfpknpf/O1vf0u3mfVVJqCAmAJj6ZJ642joqeOOOy7ytaehvPR6zvR3qqF69Pdc2549hx12mJtPJt05FrL+nnvuce9VmnRYSX+HmnyYhAACCCCAAAIIIIAAAggggEA1CxAYqOa7z7XHIlCNgQHBqXW9JvvMlDSZsyY/3WqrrRKyaU6B2267zZWRrtW9dlBL35kzZ5pa+MaR/vCHP9hFF12Usajhw4e7c956660T8umcb7/9dnfOX331VcK28ILmStA5R1WQZhtPXeXsuuuudskll9jPfvazcLG2cuVK17L63HPPzdhKWr0EPvzwQ0s+/4TCWKgqgffee8/69OljGrYnU1JL/MGDB7sJeTUhu17HTzzxhL399tuZdnPbLr30UjvnnHOy5kuXYcmSJda3b1+bNGlSuiy1Wq9z0rnp70dDnE2ePNkUhNDwcSQEEEAAAQQQQAABBBBAAAEEqlmAwEA1332uPRaBag0MLFiwwDSfQKZKcgGrJb4mDtVEuarg19BBajWvoUmyJbV6Tzf3QLZ9o7ZrYtSuXbval19+GbU5WFfIOV9zzTVuEtSgsNATTQirys///ve/obXRTzXp6o477mht2rSxefPmmeYMkHm2pJbd6rFAQiAsoDH6Nd9AMZLmHdDrs9DKdgUJBw4cGFtw4Fe/+pXp75GEAAIIIIAAAggggAACCCCAAAKpAgQGUk1Yg0BeAtUaGBCSxsQ/9NBD8/LKNbOG+9BEprWZEDrTMXIdzzxTGem2aW4BzYeQaWx/zQugYUz8YU3SlVWb9ZtvvrmpdXjr1q1rszv7VLCAWsxrsurkuS8KveT111/fBboUcIsjqefA8ccfX9CwQs2aNbMrr7wycjivOM6RMhBAAAEEEEAAAQQQQAABBBCoBAECA5VwF7mGehWo5sCA4IvRErl9+/auBfJmm21WlHv7//7f/7PLLrss1rLVwl+tpjWPQbakMc81ZJF6EMSVNHSRxoLffvvt4yqScipMQD1O+vfvb++++24sV6YA1GOPPeZ6wcRSYKiQ+++/3w1NNH369NDa7E81FJKCAl26dMmemRwIIIAAAggggAACCCCAAAIIVLEAgYEqvvlcejwCEyZMsIMOOigobOrUqXUyvruGuwmnOCuZw+Vme67javia66+/PlvWnLYrKPDMM88UvWJPE/1ed911OZ1TtkwKBkycONENU5Qtr79dkzOfdNJJWcd99/NnemzVqpU9+uijblLVTPnYhoAmr9bcH3q9FJLUO0VzZhQzEKU5EfT+qrk9FIBdunRp5ClrboQhQ4bYqFGjino+kQdnJQIIIIAAAggggAACCCCAAAJlKkBgoExvHKddGgIaFkZj4D/77LPBCWkYjAsuuMBUwV3MVCqBAf8a1UpXE+NqyJLaJg3FM27cuJxa3df2GOH9rrrqKlPvgRUrVoRX5/V8t912c+esHgP5pscff9xGjBhhX3/9db67Bvk1hIuGR+rRo0ewjicIZBJQME+BPE0g/r///S9T1pRtGiZLFfDqcbPeeuulbC/WilWrVrlJtT/99FNTcENDjG200UZunpOOHTumHPa7774zzSmy6aabpmxjBQIIIIAAAggggAACCCCAAAIIePOCehUE8Y1lgSgCFS6gyleNga3x4fW4fPnytFesiXbXXXdda968ufXu3du1fE2buRYbSi0woEvQ+Pann366Pf/883ld0YYbbmjnn3++nXbaabHPKZDtRN5//313zuHgTrZ9tH2DDTZwFaua4DTTnALZytJEyAqojB071tasWZMte7Bdr62zzjrLfve735nGVCchkK+AhhZSgEC9V1Thnilp2KDDDz/czjzzTFcZnylvKWzTBOca2ktBg1122cXUq4CEAAIIIIAAAggggAACCCCAAAI/ChAY+NGCZwhkFbjkkkuscePG1rRpU/eoVqv6F66kV6xNFbwaBkOt5xU8aNOmjY0ePTpr+flkCB9T+5VSjE9j3d9444328MMPu1a7Udcltx133NGOPvpoO+aYY0zD4dRn0qSsN9xwgzvnhQsXRp6KzrlPnz7BOcc5ya8qZlVJqwmdZ8yYEXl83fNevXq5+QlGjhxpbdu2jczHSgTyFfjggw/slVdesY8//ti++uor9/6l960tt9zSvebVm6dJkyb5Flsv+fWee9NNNwU9gbp372777bdfvZwLB0UAAQQQQAABBBBAAAEEEECgVAUIDJTqneG8EMgiUMqBAf/UFRxRheNHH31kahmv4UBUmd65c2fXi0Kt7kstKajjn/O8efMSzlnjqat3Q7HT7Nmz3TnMmTPHBZbUO0Atnnv27EkwoNj4lF/2Aq+99pop0OcnBR7r4u/WPx6PCCCAAAIIIIAAAggggAACCJSDAIGBcrhLnCMCEQLlEBiIOG1WIYAAAkUTUC8tDY2kOQaUttpqKzcxcdEOSMEIIIAAAggggAACCCCAAAIIlKkAgYEyvXGcNgIEBngNIIAAAokCb7/9tj333HPByiOOOIIJiAMNniCAAAIIIIAAAggggAACCCDwowCBgR8teIZAWQkQGCir28XJIoBAHQi88MIL9tZbb7k5Vzp16mQHH3xwHRyVQyCAAAIIIIAAAggggAACCCBQfgIEBsrvnnHGCDgBAgO8EBBAAIFUgUWLFtkbb7xh3bp1s/bt26dmYA0CCCCAAAIIIIAAAggggAACCBiBAV4ECJSpAIGBMr1xnDYCCCCAAAIIIIAAAggggAACCCCAAAL1LEBgoJ5vAIdHoLYCBAZqK8d+CCCAAAIIIIAAAggggAACCCCAAAIIVLcAgYHqvv9cfRkLEBgo45vHqSOAAAIIIIAAAggggAACCCCAAAIIIFCPAgQG6hGfQyNQiACBgUL02BcBBBBAAAEEEEAAAQQQQAABBBBAAIHqFSAwUL33nisvcwECA2V+Azl9BBCIReCdd96xrl27WosWLWIpj0IQQAABBBBAAAEEEEAAAQQQqAYBAgPVcJe5xooUIDBQkbeVi0IAgTwEPv/8c7vvvvusUaNGtu2221rfvn2tadOmeZRAVgQQQAABBBBAAAEEEEAAAQSqU4DAQHXed666AgQIDFTATeQSEECgIIFx48bZrFmzXBmtWrWykSNHWsOGDQsqk50RQAABBBBAAAEEEEAAAQQQqAYBAgPVcJe5xooUIDBQkbeVi0IAgRwF5s6da3fddVeQe6+99rLevXsHyzxBAAEEEEAAAQQQQAABBBBAAIH0AgQG0tuwBYGSFiAwUNK3h5NDAIEiC0yYMME+/fRTdxTNL3D88cdb48aNi3xUikcAAQQQQAABBBBAAAEEEECgMgQIDFTGfeQqqlCAwEAV3nQuGQEEnMDXX39tt912W6DRr18/23nnnYNlniCAAAIIIIAAAggggAACCCCAQGYBAgOZfdiKQMkKEBgo2VvDiSGAQJEF5s2bZxMnTjQ9arLh0aNHW5MmTYp8VIpHAAEEEEAAAQQQQAABBBBAoHIECAxUzr3kSqpMgMBAld1wLhcBBFIEZs6caUuWLLFtttkmZRsrEEAAAQQQQAABBBBAAAEEEEAgvQCBgfQ2bEGgpAUIDJT07eHkEEAAAQQQQAABBBBAAAEEEEAAAQQQKFkBAgMle2s4MQQyCxAYyOzDVgQQQAABBBBAAAEEEEAAAQQQQAABBBCIFiAwEO3CWgRKXoDAQMnfIk4QAQQQQAABBBBAAAEEEEAAAQQQQACBkhQgMFCSt4WTQiC7AIGB7EbkQAABBBBAAAEEEEAAAQQQQAABBBBAAIFUAQIDqSasQaAsBAgMlMVt4iQRQCAmgffee88aNWpk3bt3twYNGsRUKsUggAACCCCAAAIIIIAAAgggUJ0CBAaq875z1RUgQGCgAm4il4AAAjkJLF++3MaMGWN6bNWqle2zzz7WqVOnnPYlEwIIIIAAAggggAACCCCAAAIIpAoQGEg1YQ0CZSFAYKAsbhMniQACMQi8/vrr9tJLLwUljRgxwtq2bRss8wQBBBBAAAEEEEAAAQQQQAABBPITIDCQnxe5ESgZAQIDJXMrOBEEECiiwMqVK11vge+++84dZcstt7ShQ4cW8YgUjQACCCCAAAIIIIAAAggggEDlCxAYqPx7zBVWqACBgQq9sVwWAggkCLzzzjv27LPPBuuGDx9um222WbDMEwQQQAABBBBAAAEEEEAAAQQQyF+AwED+ZuyBQEkIEBgoidvASSCAQBEFVq9ebbfccostXrzYHaVjx452yCGHFPGIFI0AAggggAACCCCAAAIIIIBAdQgQGKiO+8xVVqAAgYEKvKlcEgIIJAisWrXK3n77bXvrrbdMQwkpKKDgAAkBBBBAAAEEEEAAAQQQQAABBAoTIDBQmB97I1BvAgQG6o2eAyOAQB0LaJ6B6dOnW7du3er4yBzu/7N3L7817W0cwJ8eSjExQdwpETEgaWgjLpGYkBi4E8y0/ihRt2DEhCZtBANGigSDEsQAA4Si4pJq2jd7nTf7XHJOTp2z1+q6fHbSWGt39/c8z+cx+6ZdBAgQIECAAAECBAgQIECgnAKCgXLu1VQVEBAMVGDJRiRAgAABAgQIECBAgAABAgQIECCQgoBgIAVURxLIQkAwkIWyGgQIECBAgAABAgQIECBAgAABAgTKJyAYKN9OTVQRAcFARRZtTAIECBAgQIAAAQIECBAgQIAAAQINFhAMNBjUcQSyEhAMZCWtDgECBAgQIECAAAECBAgQIECAAIFyCQgGyrVP01RIQDBQoWUblUCFBF6+fBn37t2Ljo6OmDt3boUmNyoBAgQIECBAgAABAgQIEMhOQDCQnbVKBBoqIBhoKKfDCBDIicDFixfjxYsXSTerVq2Kbdu25aQzbRAgQIAAAQIECBAgQIAAgfIICAbKs0uTVExAMFCxhRuXQAUEXr9+HRcuXKhPumXLlmhra6vfuyBAgAABAgQIECBAgAABAgQaIyAYaIyjUwhkLiAYyJxcQQIEUha4fPlyPHv2LKkybdq06OzsjObm5pSrOp4AAQIECBAgQIAAAQIECFRPQDBQvZ2buCQCgoGSLNIYBAgkAu/fv48zZ87UNTZs2JA8Z6D+hgsCBAgQIECAAAECBAgQIECgYQKCgYZROohAtgKCgWy9VSNAIF2B3t7eePToUVJkypQp0dXVFVOnTk23qNMJECBAgAABAgQIECBAgEBFBQQDFV28sYsvIBgo/g5NQIDAbwKDg4PR39+fhAPr1q2LjRs3/vZNVwQIECBAgAABAgQIECBAgEBDBQQDDeV0GIHsBAQD2VmrRIBAdgJDQ0PJcwVqzxjwIkCAAAECBAgQIECAAAECBNIREAyk4+pUAqkLCAZSJ1aAAAECBAgQIECAAAECBAgQIECAQCkFBAOlXKuhqiAgGKjCls1IgAABAgQIECBAgAABAgQIECBAoPECgoHGmzqRQCYCgoFMmBUhQIAAAQIECBAgQIAAAQIECBAgUDoBwUDpVmqgqggIBqqyaXMSKK/A6Oho/PLLL+Ud0GQECBAgQIAAAQIECBAgQCCnAoKBnC5GWwT+SUAw8E9Cvk+AQJ4FhoeH48yZM7Fy5cpoa2uLGTNm5LldvREgQIAAAQIECBAgQIAAgVIJCAZKtU7DVElg4cKF8erVq2TkBQsWxMuXL6s0vlkJECi4wJ07d+LWrVvJFJMnT46jR48KBwq+U+0TIECAAAECBAgQIECAQHEEBAPF2ZVOCfxBoLe3N44dO5a8d/z48di+ffsfvu+GAAECeRUYGRmJEydOxNevX5MWW1tbY+fOnXltV18ECBAgQIAAAQIECBAgQKB0AoKB0q3UQAQIECBAIN8C9+/fjxs3btSbPHjwYMybN69+74IAAQIECBAgQIAAAQIECBBIV0AwkK6v0wkQIECAAIHfCdQeONzd3R2fP39O3q39WbR9+/b97hMuCRAgQIAAAQIECBAgQIAAgbQFBANpCzufAAECBAgQqAs8efIkenp66vd79+6NRYsW1e9dECBAgAABAgQIECBAgAABAukLCAbSN1aBAAECBAgQ+L/A2NhYPH/+PG7fvp28c+jQITYECBAgQIAAAQIECBAgQIBAxgKCgYzBlSNAgAABAgR+Ffj+/Xu0tLTgIECAAAECBAgQIECAAAECBDIWEAxkDK4cAQIECBAgQIAAAQIECBAgQIAAAQIECBCYSAHBwETqq02AAAECBAgQIECAAAECBAgQIECAAAECBDIWEAxkDK4cAQIECBAgQIAAAQIECBAgQIAAAQIECBCYSAHBwETqq02AAAECBCog8O3bt+RZAk1NTRWY1ogECBAgQIAAAQIECBAgQCD/AoKB/O9IhwQIECBAoNACly5diqGhoWhvb4+VK1fGpEmTCj2P5gkQIECAAAECBAgQIECAQNEFBANF36D+CRAgQIBAjgXevHkT58+fr3e4devWWLNmTf3eBQECBAgQIECAAAECBAgQIJC9gGAge3MVCRAgQIBAZQSuXLkST58+TeZtaWmJrq6uaG5ursz8BiVAgAABAgQIECBAgAABAnkUEAzkcSt6IkCAAAECJRAYHByM06dP1yfZsGFDdHR01O9dECBAgAABAgQIECBAgAABAhMjIBiYGHdVCRAgQIBA6QX6+vpiYGAgmXPKlCnR2dmZPIS49IMbkAABAgQIECBAgAABAgQI5FxAMJDzBWmPAAECBAgUUeDHjx9x4sSJ+PbtW9L+unXrYtOmTUUcRc8ECBAgQIAAAQIECBAgQKB0AoKB0q3UQAQIECBAIB8Cw8PD8eDBg+Tr0KFDMX369Hw0pgsCBAgQIECAAAECBAgQIFBxAcFAxf8DGJ8AAQIECKQtMDY2Fk1NTWmXcT4BAgQIECBAgAABAgQIECAwTgHBwDihfIwAAQIECBAgQIAAAQIECBAgQIAAAQIECJRBQDBQhi2agQABAgQIECBAgAABAgQIECBAgAABAgQIjFNAMDBOKB8jQIAAAQIECBAgQIAAAQIECBAgQIAAAQJlEBAMlGGLZiBAgAABAjkQqD1s+NOnTzFr1qwcdKMFAgQIECBAgAABAgQIECBA4O8EBAN/J+N9AgQIECBA4KcE7t69Gzdv3ozW1tZob2+PefPm/dTP+zABAgQIECBAgAABAgQIECCQjYBgIBtnVQgQIECAQKkFRkZGoru7O758+ZLMuXTp0ti1a1epZzYcAQIECBAgQIAAAQIECBAoqoBgoKib0zcBAgQIEMiRwIMHD+L69ev1jg4ePOg3BuoaLggQIECAAAECBAgQIECAQL4EBAP52oduCBAgQIBA4QRGR0fj5MmTMTQ0lPS+YMGC2L9/f+Hm0DABAgQIECBAgAABAgQIEKiKgGCgKps2JwECBAgQSElgYGAg+vr66qfv2bMnFi9eXL93QYAAAQIECBAgQIAAAQIECORLQDCQr33ohgABAgQIFE7g1q1bcefOnaTvOXPmxOHDhws3g4YJECBAgAABAgQIECBAgECVBAQDVdq2WQkQIECAQEoCHz58iP7+/li+fHksW7YspSqOJUCAAAECBAgQIECAAAECBBohIBhohKIzCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAQQQEAwVZlDYJECBAgAABAgQIECBAgAABAgQIECBAgEAjBAQDjVB0BgECBAgQIECAAAECBAgQIECAAAECBAgQKIiAYKAgi9ImAQIECBAgQIAAAQIECBAgQIAAAQIECBBohIBgoBGKziBAgAABAhUTGBgYiNbW1mhpaanY5MYlQIAAAQIECBAgQIAAAQLFFxAMFH+HJiBAgAABApkKvH37Ns6dOxfNzc2xZs2a6OjoiKlTp2bag2IECBAgQIAAAQIECBAgQIDAvxcQDPx7Oz9JgAABAgQqKdDT0xNPnjxJZq/9xkBXV1cSElQSw9AECBAgQIAAAQIECBAgQKCAAoKBAi5NywQIECBAYKIEBgcH4/Tp0/Xy69evj9qXFwECBAgQIECAAAECBAgQIFAcAcFAcXalUwIECBAgMOECfX19UXu+QO1V+1NCtd8W8JyBCV+LBggQIECAAAECBAgQIECAwE8JCAZ+isuHCRAgQIBAdQWGhobi5MmTMTo6miCsXbs2Nm/eXF0QkxMgQIAAAQIECBAgQIAAgYIKCAYKujhtEyBAgACBrAVev34dV69ejXfv3sWkSZOis7MzZsyYkXUb6hEgQIAAAQIECBAgQIAAAQL/UUAw8B8B/TgBAgQIEKiawPPnz+Pjx4/R1tZWtdHNS4AAAQIECBAgQIAAAQIESiEgGCjFGg1BgAABAgQIECBAgAABAgQIECBAgAABAgTGJyAYGJ+TTxEgQIAAAQIECBAgQIAAAQIECBAgQIAAgVIICAZKsUZDECBAgAABAgQIECBAgAABAgQIECBAgACB8QkIBsbn5FMECBAgQIAAAQIECBAgQIAAAQIECBAgQKAUAoKBUqzREAQIECBAIB2Bx48fR1NTU6xYsSL5N50qTiVAgAABAgQIECBAgAABAgSyFBAMZKmtFgECBAgQKJDAyMhIdHd3x5cvX2LmzJmxdevWWLx4cYEm0CoBAgQIECBAgAABAgQIECDwVwKCgb9S8R4BAgQIECAQDx8+jGvXrtUlDhw4EPPnz6/fuyBAgAABAgQIECBAgAABAgSKKSAYKObedE2AAAECBFIVGB0djVOnTsWnT5+SOrVAoBYMeBEgQIAAAQIECBAgQIAAAQLFFxAMFH+HJiBAgAABAg0XePToUfT29tbP3b17dyxZsqR+74IAAQIECBAgQIAAAQIECBAoroBgoLi70zkBAgQIEEhFYGxsLM6ePRvv379Pzp89e3YcOXIklVoOJUCAAAECBAgQIECAAAECBLIXEAxkb64iAQIECBDItUDtocP9/f1x//79+P79e+zYsSNWrFiR6541R4AAAQIECBAgQIAAAQIECIxfQDAwfiufJECAAAEClRIYHh6O2p8UWr16dTQ1NVVqdsMSIECAAAECBAgQIECAAIEyCwgGyrxdsxEgQIAAAQIECBAgQIAAAQIECBAgQIAAgT8JCAb+BOKWAAECBAgQIECAAAECBAgQIECAAAECBAiUWeB/AAAA//91sGYmAABAAElEQVTs3QeYJFW5MOCzywIuQaIgYVkWXUVAQECUDBcDUUWCAoqXCz9KFESRIIJXERFEJCrcJQgGVC6XoIi4gAQVL0hSkaSIoGSEFS6XVH999f/Vz2xPd0/N7kxP1/R7ngdmput01Tnv6dmpOt8JE7I8JYkAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoC4EJAgN90c4qSYAAAQIECBAgQIAAAQIECBAgQIAAAQIECgGBAR8EAgQIECBAID3++OPppptuSuuuu25aaqmliBAgQIAAAQIECBAgQIAAAQLjWEBgYBw3rqoRIECAAIGqApdffnm65557iuxvectb0pZbbln1rfIRIECAAAECBAgQIECAAAECNRMQGKhZgykuAQIECBAYaYGnn346nXPOOY3TvvOd70zrr79+42ffECBAgAABAgQIECBAgAABAuNLQGBgfLWn2hAgQIAAgWEL/OxnP0u/+93vivfNO++8ac8990yTJ08e9nm8gQABAgQIECBAgAABAgQIEKiHgMBAPdpJKQkQIECAwKgIzJo1K82YMSO9+uqrxfnXXnvttMkmm4zKtZyUAAECBAgQIECAAAECBAgQ6A0BgYHeaAelIECAAAECYyJwzTXXpFtvvbW49jzzzJP22GOPtNBCC41JWVyUAAECBAgQIECAAAECBAgQ6I6AwEB3nF2FAAECBAj0pMDjjz+ebrrppmLj4dVXXz29613v6slyKhQBAgQIECBAgAABAgQIECAwcgICAyNn6UwECBAgQKC2ArEBcewvYLZAbZtQwQkQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQIECBCov4DAQP3bUA0IECBAgAABAgQIECBAgAABAgQIECBAgEBlAYGBylQyEiBAgAABAgQIECBAgAABAgQIECBAgACB+gsIDNS/DdWAAAECBAgQIECAAAECBAgQIECAAAECBAhUFhAYqEwlIwECBAgQIECAAAECBAgQIECAAAECBAgQqL+AwED921ANCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZQGBgcpUMhIgQIAAAQIECBAgQIAAAQIECBAgQIAAgfoLCAzUvw3VgAABAgQIECBAgAABAgQIECBAgAABAgQIVBYQGKhMJSMBAgQIECBAgAABAgQIECBAgAABAgQIEKi/gMBA/dtQDQgQIECAAAECBAgQIECAAAECBAgQIECAQGUBgYHKVDISIECAAAECBAgQIECAAAECBAgQIECAAIH6CwgM1L8N1YAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQWEBioTCUjAQIECBAgQIAAAQIECBAgQIAAAQJPPvlkWmCBBdLkyZNhECBQUwGBgZo2nGITIECAAAECBAgQIECAAAECBAgQ6IbAyy+/nC666KL0rW99K91+++1pqaWWSmVwYKeddkp77713mjZtWjeK4hoECIyQgMDACEE6DQECBAgQIECAAAECBAgQIECAAIHxJhABgO233z7deOON6Ytf/GIRBFhkkUWKav7iF79In/70p9Pdd9+dvvnNb6ZddtllvFVffQiMWwGBgXHbtCpGgAABAgQIECBAgAABAgQIECBAYM4Fnn766bTuuuum++67L5111llpzz33HHSyZ555Jm288cbpjjvuSKeffnoROBiUyQsECPScgMBAzzWJAhEgQIAAAQIECBAgQIAAAQL9KnDBBRek5ZZbLm222Wb9SqDePSSw1157FQGBXXfdNcVns136wx/+kFZdddVi34HbbrstTZ8+vV1WrxMg0CMCAgM90hCKQYAAAQIECBAgQIAAAQIECBBYYYUVig7WK664AgaBMRX41a9+lTbYYIOUZVn69a9/nd7xjnd0LM/b3/72dPPNN6eNNtooXXfddR3zOkiAwNgLCAyMfRsoAQECBAgQIECAAAECBAgQIECgEFh66aWLwMDVV19NZBwK7LvvvimW5zn00EPT6quv3tM13GGHHYoNh1/72temp556Ks0zzzwdy3viiSemgw8+uMgTywq99a1v7ZjfQQIExlZAYGBs/V2dAAECBAgQIECAAAECBAgQINAQEBhoUIzLbw466KB00kknFXXbeuut02GHHVaMyu+1yv7jH/9Ir3/969P//u//pvXWWy/98pe/HLKIP/7xj9M222xT5IsAwQknnDDke2QgQGDsBAQGxs7elQkQIECAAAECBAgQIECAAAECswkIDMzGMS5/iNH0xx57bPrhD3+YXnnllWLpnQgQbLnllj1T3//8z/9M22+/fVGebbfdNl166aVDli2WEYrlhCLFbIGop0SAQO8KCAz0btsoGQECTQJPPvlksZHR5MmTm474kQABAgQIECBAgAABAuNDQGBgfLRjlVrcd9996atf/Wo677zz0osvvpjWXHPNYomhHXfcMU2cOLHKKUYtzxFHHJG+/OUvF+f/t3/7tzRjxowhr/XQQw+lKVOmFPli2aFnn322eIYf8o0yECAwJgICA2PC7qIECFQRePnll4v1DL/1rW+l22+/PS211FKpDA7stNNOae+9907Tpk2rcip5CBAgQIAAAQIECBDoQYGXXnopffOb30w///nPi/XLY2mV6IScMGFCx9LecsstxfNB2Qk5MHM8M8To61jH/eSTT07LLLPMwMM9//1YBwaiTb73ve+lK6+8MkVHb2yGvPPOO6etttpqNrtLLrkkxX9//vOf00orrZQ+/OEPp3e/+92z5an6w7333pu+8Y1vpD/+8Y/pjW98YzrwwAPTyiuv3PHt//znP9Nvf/vb9M53vjPNN998g/L+5Cc/Saecckp6z3vek2L5nl5Of/vb39LXvva1FM++zz33XJo+fXo65JBD0m677daybt2oy/vf//7GLIHPfOYzRQBjqOtGcGP++edvZIsZBGuvvXbjZ98QINBjAvnO4hIBAgR6TuCJJ57INtlkk2zSpElZPsUyy9c3bJTx2muvzdZZZ51s4YUXzr7zne80XvcNAQIECBAgQIAAAQL1EXjhhRey9ddfP9trr72yX/3qV9kXv/jFLO8yyT7xiU90rMSZZ55Z5MsHDmV5J/agvHvuuWdxPM710Y9+dNDxXn8h6rXZZpuNSTEfeeSRLB+1nn3wgx/M8o717M4778wOP/zwwjNcX3311Sxf+qZw3XTTTbN8pHv2+9//Pjv99NOzfGZ39u///u/DLvfMmTOz5ZdfPjvnnHOyvCM5W2ONNbLXvOY1WR78aXuufN37bK211irKddRRRw3K9/jjj2cLLrhg43Pw3//934Py9OILeVAri/osvvjiRdmXW265LA8YZHkQpOvF3WijjRp+n//85ytfP37vyv+uuuqqyu+TkQCB7guk7l/SFQkQINBZ4KmnnsryUSLFzcRZZ53VMnMEClZfffUiT9yESgQIECBAgAABAgQI1EsgnxmQfeELX2gUOh8t3uhQzEeQN15v/ubNb35zkS86T6Ojujnlo60b53nDG97QfLjnfx6rwMBf/vKX7C1veUuWry0/yCgfdV+YnnvuuVk+ejx773vfm+UzvIt8999/f1aaL7LIIlk+anzQ+9u98MADDxTPfvmsg0aWffbZp7hWvt5+47Xmb/LZDI02bhUYuOKKKxrHo5M6n43QfIqe/nnWrFlZvnFvtuyyyxb1iM/60UcfnUXgoFspAjRlB//A39Ohrp8vIdR4349+9KOhsjtOgMAYCggMjCF+L136/PPPz66++upeKpKy9LHA//k//6e4kdh11107KsTIlLhRWWCBBbJ77rmnY14HCRAgQIAAAQIECBDoHYGLLrqoGPE9cMT/wM7cdh2KDz/8cKPT8X3ve1/LCl1//fXZvPPOW+R7/etf3zJPL784FoGB6OR/29velp199tktaaLzPZ69ooM6Ov9jMFeZDj744Eab5MvIDCswELPE/+M//qM8VfE1AgJxrRgt3y599rOfbVwzX4aqZbZ4niw7tvO18lvm6fUXY1ZNvrxQFgGuqEvMgvjUpz6V5Us8jXrR82V7G34xm6dqis9A6d7u81T1XPIRIDC6AgIDo+tbm7Pn6zJmW2yxRW3Kq6DjV+CXv/xllq8nWtxI/PrXvx6yorGkUNx0xDRHiQABAgQIECBAgACBegist9562YUXXjhbYQ899NBGh+INN9ww27Hyh1hKtOx0jBHV7VKMcI588bxQtzQWgYHTTjsti6WB2qXSM0z33Xff2bLF8kHxejzHHXnkkbMd6/RDLO8TI+LLmQeRN5YIWmyxxYrzxVJB7dI73vGOIk8EgPI1+Vtmi9ejryPK9u1vf7tlnrq8GEbf/e53G7Pm8z0VsljaaTQHyC2xxBKFXfgNJ7ASA/fiPfHf17/+9boQKyeBvhQQGOjLZh9c6bG48RhcCq/UTeB//ud/irUk882eOq7/OJx6bb/99sUNxGtf+9rZbhDbnSPWWyxvOu6444522bxOgAABAgQIECBAgECPCOQbxhadvzEaukyxJFDZiRsdku2WoylnF8czQKd14+PZIPLkm+aWlxj0NWYrxGCkWB7nxBNPzGIWQ75h8aB83X6h28/nYf26170u++lPf9q2qvkmuI3nrtjzrTndeOON2Z/+9Kfmlzv+/K//+q9ZjPwfmGIZo/L57ogjjhh4qPH9s88+W+xFF/kiwNQplftNxB4WQ6V4vs03wp5tf7uh3tPt4/F7ctlllxV7c0T9J06cmH3oQx/Kbr311hEvykILLdRoi+EEBmJ/iLINv/KVr4x4uZyQAIGRExAYGDnLWp+p2zcetcZS+OyZZ57J4g98TMuNP/jLLLNM9rvf/W6uZeImvJx2ONQNXnmxyy+/vHHTEVNYJQIECBAgQIAAAQK9KBAbtrZL7TrBI3+70dBxrFMn9qOPPhpZWqa//vWvxQayrQ7GevEDl/dplWduXzv11FOzAw44YLbTRGdz2ZnYafPhci+yoQYSRQdqLHvTbsRybKwbexWsu+662UknnVSsQb/55ptnCy+8cDacjVZnq8QI/dDt5/Pbbrut2HC4U/Fj74FonxgNHqP6RyLFOe++++7ZThWbHpefg1g6tlWKtivzHHbYYa2yNF6LmQIxqyA6/dul+LzHOVdbbbXivL/4xS/aZe2p1+N3JvZ6KC1iCabrrrtuxMpY7m8Q5z/mmGMqn7dcxiveF7/rEgECvSswIYqW/7JKfS6w9NJLp1VXXTXl+wz0uYTqdxJ4/PHHU75pU8qnmaZ88980derUlG88lfJNw9LkyZM7vbXSsXx0SMpnDBR5t91223TppZcO+b6bb745vf3tby/yvfWtb035yKAh3yMDAQIECBAgQIAAgW4K7LXXXilfRz3la56nfH+32S6dz4At7qnzdcRTPhp+tmN5h3U66KCDUj6avfg68GDe4Zb233//lC/xkvKO7IGHUpwr71xPn/70p9Pxxx8/27EZM2akfBR1cfyMM86Y7VjeiZo+9rGPFeW84IILZjs2kj9EN0S+7Mxsp4y6h1GkfI+AtOGGG852PH7I9xdIyy+/fPH61ltvnfJBQoPyDHxhySWXLJ4p1l9//YEvp0suuSTlHdBpv/32S2E8sCzxTPzud787feQjHynKk3dyzvbe4f7wX//1X+nHP/5xygNDld/6ve99Ly266KIp7+it/J58gFXx+cmX36n8noEZ80BKykefD3yp8X08++WzOFLkyYMnKV/Tv3Fsbr5pvmZcJx98lvLAQ8r3O0j5zJKWp8+XnErHHXdccSzfhDjlGyO3zBcv5svvFL8/8dw4MOXBkJQvRVV8pvJNr9NKK62U8mVtiyzXXHNNypdVGpi9p78Pp2OPPTbF83SYbrzxxkW98z0a5qrcq6yySrrrrruKc7T6d6bdyfPNh4tyxPH49y5+lyQCBHpUoHdjFkrWTYFuj0joZt1ca+4F/vKXv2T5Q0eWd/4XoxFiZMd555034iOJDj/88MZohzzYUKngMdop/+e1+C+/Aek4oqrSCWUiQIAAAQIECBAgMMICa6+9dnG/GiPUm1PeOV0ca7VsSrnB6iGHHNL8tiw2A4374AMPPHDQsRglH8ea14KPjGeddVZxLA9WDHpf3iFdHKt6Lz7oBHP4QoxAzzvCi2uvuOKKWd652fJMA/cX+OpXv9oyT/niY489VmzUOnC5ojgWMyliA9c8wNB2uaLSPR8UVZ5ujr/utNNORb3KZ5bR+hrr+w9lMqeVyAdsNeoQ+wmMVopNiEufWDK2XSr3F5g0aVL2z3/+s1224vXPfe5zWR5cG5Qnlj2KZYNiBvqsWbOyv//9741r54GBQfl7/YWY5bDGGmsUdYjPwlVXXTXXRY4lg8v2CMeqqXxPfM2DcFXfJh8BAmMg0JdLCcU0zZNPPjl73/vel2233XZZ/PFpd+MxsE3yCHP24IMPDnyp8f0TTzyRxVqHO+ywQ/a3v/2t8XpdvhnrwEC0SXQ077LLLlke3c7yiHKWj6oYxJePtsh23333YlOkuFn92c9+NihP1Rdik564UY7poh//+MezPBI+5FvjhiH+4LabOhlljk2cY33K8ZDCJB8xVEy9jD/q+cj8LNZ8rPL7Mif1j9/J8iYin4lQ6RTRFuV74mv8nkoECBAgQIAAAQIEekkglvyJ5WlaPSvG/Ww+Urnl/lqx4Wjc3w7cnLWsV9yT33nnnS2PRZ543mn1vjgWA3/aLW30yCOPtD0W7x2NFGvbl/f0nZaGGbi/wG9+85uORfnBD36Q5bMKBuWJIEtcq1Wwpcycz0wo8sSAqJFIsYxNdGBX/S/W+4/n4qr5I1+n5ajmtg6xZGvZPqO5zM5WW21VXCc6tqMNWqV4Jo+AQJQnOq6HSvnMkyyfVTBUttoGBiKwkc+IKTxiv4Edd9xxxPYbGLhMUdVle59//vnGZyXaqI5BliE/LDIQGEcCfRcYiNEC8Y9mjI6IzWfKURad1jCM9j7zzDOLf9yiA73VeovlhjbxD99HP/rR2n1ExjIwEDeea665ZhZrCca6fnFzW44cD9e44Y2b1nDNp/MVAYRYa/D0008vRrDPyYiFmTNnFiNEzjnnnOJGOyLrsUHOLbfc0rbt4oY9n5ZZfA6OOuqoQfnyZXaKkSflDVOnjbAGvbnHXoiyR3vEDVnUZ7PNNhuREQdDVXOjjTZq3EQMZ13P0jy+jsTIiKHK6TgBAgQIECBAgAABAiMnsPfeezeeAyJI0i6V+wvEPgDtgh7le+NZ8pRTTil/bHzNl0cprhUDBDuluEY8X4xmR3i764/l83mrMpXPwfHM3DwDo1X+OXktOvzL/ebWWWedtqcYuL9AvqRQ23xxIPbGW2SRRTruL1CeoE4zBuKzH7N7Vl999eIzOt9882V77LFHEQws6zMSX2Nz6PJZO36fqqSYiVG+J75GgFIiQKB3BfouMBCjzPO10Rotkq8l1/hH695772283vxNTPmMf9Ri86JWo6WnT5/eOM8b3vCG5rf3/M9jdeMRI1ViFEaMQm9O+TqBhem5556bxejxiFaXN3+xIVZpHn/ohzM64oEHHsjihvLPf/5z45L77LNPca3YrKddilEG5R+4VoGBK664onE88o3EtNN2ZRmt1yNg8q53vauoRwQFYgT/r3/969G63KDzllMfw2/g7+mgjE0vxBJCZdv86Ec/ajrqRwIECBAgQIAAAQIEellg4PN2u5kMsQRQec/f6bkt6hnPjfGMG8+bA1O+hn1j8NNQI5nLzvAIWnQ7jdXzeat6Pvnkk1mMRA/7TTbZpFWWEXlt4PN2p0FiseRW+TmIZ/BOKTYejlUiqqQ6BAYiKBODVqPPKQxiSaxYJumhhx6qUsVh54nBmKV1vhdgpfffeOONjffEBuGt+s8qnUgmAgS6ItBXgYGLLrqoGPE9cMT/wM7cdh2K5TTC+AcxOkpbpXxzpMZyK/lmOa2y9PRrY3HjETdr+YZC2dlnn93SJjrfwzyCMdH5/9RTTzXyDZzKGKMKhhMYiJuZ5tEhcWMZ18o352lco/mbcp3JyJdvttR8uPg530ys8Ufwy1/+css8vfZi/KGOJZrKdRqjkz3qETM3up2mTZvW8IvZPFVTObIk2qbd56nqueQjQIAAAQIECBAgQKB7AjGqu5ypHMuytksDO46HmjUeeWPWc3MaeI6hnnfi/fF80a4PoPncI/nzWDyftyt/9KOEQ/x35JFHtsuWxeC9oUbwt31zfuBLX/pS4zoxK6BdiuWhyvLEEl2dUuS9+OKLO2VpHOvlwEDMpog9F5Zddtmi7tFHEsGTWNJ6NFO+qXHDOpYVrpIGfl7yTbyrvEUeAgTGUKCvAgPrrbdeduGFF87GHX+4yj8qN9xww2zHyh8GbnCU71pfvjzoa4xwjnN1mvY26E098sJY3HicdtppxdJA7QhKzzBt3jQrbgTj9biB7HRz0nzuWCIn/piWMw/ieCwRtNhiixXni1Eh7VLZcT7vvPO23eD2ueeey6ZMmVKcK0Yn9HKKAFmUsZxKG53rsaRWTP0bq7TEEksUdtG2wwmsLLDAAo33xUZrEgECBAgQIECAAIGxFvjwhz+cRcdYPCNI7QUGzuL/5Cc/2TZjzCSP54T4L57RO6X3v//92Tn5srHNKWZ1l+eI63ZK5Qz26EfodhqL5/N4Lm6Vytn14dZp2dbIF3tAzGkaeJ0IMrRL5UyOeHbslGKFgHBsV6/m9/ZiYCBmaxx99NHFYMnwj76M6JOKQEE3UgwifNOb3lT8zrRbPaO5HMcff3zjd6x5QGZzXj8TIDD2An0TGIhIZ3T+DlwPL/6RKztx449Ku1HnAzc46rRu/B133FH8A7jzzju3bdnojI2lWeKmJjaojWjqUFHuticbwQPdvvEI69hQKTaZapd22223xh+Ua6+9dlC2mKI23E7sWCMvRv4PTLGMUXlzGNMSW6Vnn322scHRUDeG5X4TsYfFUCk2ofrmN7+ZxZTWbqXYDOjUU0/NVlxxxaLesXZmLNUUN0JjnRZaaKFGWwwnMBBrXZZt+JWvfGWsq+H6BAgQIECAAAECfS4Qo+DL5S7/8Ic/9LlG5+oPnDHQaePhM844o3HP32kJmVjTPJ7z41mrOQ0cfHbfffc1H57t53Jk+lgsFdzt5/Pdd9+9+LzGZr4Dl3KKAXXLLLNMw73dM2PstxfLxsRegHOaBs4YaHedOHcsRRzPfrG0cKd0wAEHZLEKQdXUS4GBWLUiVkkon49jKeRYQmhgf1bVes1tvui3Kp+1r7vuuiFPV860iWWOutnPMWTBZCBAoKVA3wQGoiM0/jAMTNHZXP4D12nz4XKDo/hDN3Ck+cBzxfcRaIgoarsRyzEdLtZOXHfddbOTTjqpWIN+8803z6JjttMaes3XGY2fu33jcdtttxUbDneqS/kHP0aDV43ydzpfHItz3n333bNli012y89BuxuZgRscdbpZjRPHKPyYVdDqRrS8cASI4pyrrbZace1ubGgVf5SPPfbYYtRE1HfJJZfMYubFwCWayvKN1ddyamSU75hjjqlcjPAu2zB+10c7xU1jzHiJERzNKY7FvwGxqXZzimMRuGhe6zTyRf5oj1abM8V6qp/73OdaLu/02GOPFcGu3/zmN82XyyIgOnXq1OxTn/rUoGNeIECAAAECBAgQGF2BWH601V5qo3vVep693D/uIx/5SNsKxFIm5T1/p+VDo0M/1kZvlWK2eXmOoQaZxRJCkXfRRRdtdapRfa2bz+cxoK00ia933XVXo26XX355Y5mnONZu9sv+++8/188cA5d5bvVsE4WKjanLskY/SrsUs0EioBFBp6qpFwIDEazaa6+9Gpswxx58sclwp36oqvWb03wxkLV8Tt9vv/06nib6FiZNmlS0UfR5SQQI9L5A3wQGotO+OZUju+MPS+wR0CrFJi7lH564wRgqxcyDGMnenGIN99iwJ4ITzWWJDV/jWIyQbzdrofl8nX6ONfSibhH1r/pfjLiOvRGq5o98EUy55ZZbOhWl47GBIxGaM8Yfn3KDowiejFRqvmZcp1yfPvY7aJcG7i8Q61J2SjGtde211x6U5dZbby3W7t90000L6/XXX7/x2Rpq46tBJxvmC9GJHfs0xGd5+eWXLzqu293UDfPUI5q9DAZFOYez+XD5WYn3nX/++SNaplYniweWuFarqc7lvyutptHGkljxvtjDoTmV+2ZEoKo5lRtstVpzNfZiiHPG3hnNaYcddiiOTZ48ufmQnwkQIECAAAECBAj0jEB5TxuzyluNMo7BP3G/G89Sce+74447tix7jG7eaqutBj1zl5ljWZZ4f/zXakBOmS++xnki33gPDBx33HENkzXXXLNBEDPNY5DkjBkzitH5YdFq7f8YFBXL7sYs+7lJ8f6VVlqpKEs8GzWnKE88s8ezUdn53KofJz4/UY8IagwnjWVg4Pbbb89i5YlyltGGG26Y/fjHPx5O8Uc179VXX130z8QMht/97ndtrxX9RPE5iVUWmvte2r7JAQIExlSgbwIDzcoxAj3+wMc/WrGkSnNnfZl/4P4CX/3qV8uXW36NkbsxXap5eleM9o3Xo0O2Xcd/2fEcax7Obdppp50af9ijfqP1X6zvP5TJnNbl0ksvbZR7qI2l5vQa8b5Y8670ic182qVyf4G4AfnnP//ZLlvxeozsPuiggwbliREpsWxQ3KDEmoDdvPGIm+ioZ3SgxyiZXli+ahBQ/kJMXS3bIxyrpvI98fWSSy6p+rY5zveDH/ygmO3RKkgUN3ARGGp10xwBoLhJanWTGkuMxYNOfPabU9wovve97y02iW4+FjNgYg3VVptqxWif1VdfvZil0Pw+PxMgQIAAAQIECBDoFYF4Hi9H6P/Lv/xLMVM2XouR0ieffHK2wgorZH/729+yBx54oJgBHc+i0SFdjqSOmbwHHnhgtsEGG3ScET1wWZShlngq9xiIa3c7dXPGQCyJHAMF45m3nBEdz64xkO2QQw4pqh6zCqLTOvbMKJ+H//rXv2Z77LFHFgP5RmrN+3juic7naN9TTjmlUZ4HH3ywuE7MTIgUM+Hj2W/llVduzKqOz0vsGxnPYvGZGW7q5vN5WbYYVLrNNts0noG33HLLtoNWy/eM1dcYbBgz9SNYdO+9985WjAgCxMz4aJOY2RMDbCUCBOoh0LeBgVjbvuxM7LQ0zMD9BdpNZyubOjoLW80qiD+mca3yj2qZf+DXWEMu8sSI6ZFIsYxN/MGu+l+MzNh4440r54/ztgtyjET5y9HTYTKay+yUo0DixiPaoFWKm5xyREJ0XA+VIrrfqsO4+X3dvPGIz0PcWMWyMmEa0y7j8xhl6KUUnd9Rvviv1SiRVmWNkSPle+LraM++aFUGrxEgQIAAAQIECBAgMHcC0bEbe/BttNFGxRK9sfRp7BMYs2AjKFCmMggwbdq0okM7RplHZ3B0FpeBgjJv89fLLrus8ewQM7o7pXg+jueLkZzB3ul6A491MzAQ140O6tiPL0bax8DJ6Nxtnokdz+VhEgMsYw+H2HshzDstoTuwTlW/L5dKjeWlImCx3HLLFddrXjI2nvvi+TGWHo7VD+JzEM/3Q/XbtCtHN5/Po4zl5ysG733oQx/KYrnlXk+x52Z8Nuabb75itnC8TAAAQABJREFUtYkIwMTAw/jcRB9DDJBsHijb63VSPgL9LtC3gYG99967cUMQ69S1S+X+AvGP3FA3GbGESHS+NqdVVlmluNZQO7LHNeLGYzQ7wpvLVv7c7RuP8rrtvq611lqFRdwIjNYflujwL5cRWmedddoVpRj5XXY8H3rooW3zxYFYwzCW7Klyc9TNG4+y0LG3wXnnndfYsCl843dhqPU1y/eP9te4GS2t4/epSoqyl++Jr0NNCa5yTnkIECBAgAABAgQIDFcgOipjpu5VV1013LfK30IgnteG2msuBglVefYqTx+b5JbPDhEk6JSi4zvyDmcmc6fzDefYWD6fD/X8HaPDh2M+nHo3541rtVpaamC+CCgNZy+Bge8d+H03n8+jIz0612MgavPo+4Fl6tXvY2Z6rIYQe2XGKhIR0OvFpYp71U+5CPSSQN8GBmIT4PgjH5sFt1v7LJYAKm8aYkpXpxRBg/jj3bypaPwRi9HocZ64UeyUys7w6KjtdhrLG4/musYIkHLN+LixHq0Uo/rL9u20+XO5vnvkjQ2ROqXYeHi77bbrlKVxrJs3Ho2L/v9v4uYpNkIrN/CKGRGxbn6n9QKbzzEaP8cmYWWbbL/99pUuEaNbyvfEBuFRN4kAAQIECBAgQIBAtwVi09C4L43BLlLvCpQbHcfSKJ1SDKKK9hyLtd6XXnrpLJZUkron0M3n81gSq92KBd2rsSsRIEAgy/oyMBDR5LKzvtVmnuUHY2DH8VDr3EfezTbbrHxr4+vAc9x5552N11t9E++PG49YW7HbqZcCAxFtLjt6Y1pau3T//fdnQ43gb/feeP1LX/pS4zqt1oMv3xvLQ5XlGWpt/sjbaq338lwDv3bzxmPgdZu///nPf15Mj406xu9FrFcf692PRfrtb3/bsI6gRZU08PMSa15KrQViVE/sX1CuCdo6l1cJECBAgAABAgTmVCDWXI9NdJsHi83p+bxvdARiL4J49tl3333bXiBmIUeeGHg0EqPR216ozYHop6i6tGqbU3h5mAK98nw+zGLLToAAgbkS6MvAwB//+MdG5+MnP/nJtoDnnntuI19sQtwpRWfqOeecMyhLbCZcdirHdTulcnOj2Jy022ksAgPtpoXus88+DbNO03AjX0y9m9M08DoRZGiXypkcSyyxRLssxet//vOfi1kj7erV/OZeu/GIdQ5jtkMZNIsRKp38m+szEj/HaP83velNRfvHbJ4qo/+PP/74xudlqOW6RqKMdT1HuW/HJz7xibpWQbkJECBAgAABAgQIzLVA7FcwefLkYv+CWIqoVfrsZz9bPGMcddRRrQ6P+mvtVjUY9Qv38QViw9yy7yYGz0kECBDoB4G+DAwMnDHQaePhM844o/GHodMSMjGaIDbfabXO3he+8IXGOe67776On6lyZHqsZdjt1O3AwO67757NM888WWzmO/CmJ5ZkWmaZZRpm0XneKsXakDF64/e//32rw5VeGzhjoN114kSxIXTcIMSU007pgAMOyIZz49hrgYGybn/4wx+y3XbbrbHhcozcj2WHqnTSl+eYm68nnnhio/2vu+66IU9VzrRZcMEFh1x/csiTjeMMEdyM35kzzzxzHNdS1QgQIECAAAECBAgMLfCjH/2oWL42Nn1t3kswOoVjGaGYjfziiy8OfTI5aikQ++/Fqg633HJLsezzwIGDH/jAB7JY/SE22408Zl3XsokVmgCBCgITIk/e6dl3KR+VnPJNXlK+rno6//zzW9Z/3XXXTfkfguLY2WefnfLO7Jb5ttlmm5R36qd8b4BBx/O161M+nbR4Pd8kNU2bNm1QnvKFfNZBypf6SIsuumjKl6wpX+7K13wNw7Tqqqumq6++etSvly9Tk/JZEY3r5BvXpJVXXrn4OV+/MW277bYRsCp+zjewSQsssEAjb/lN3gmf5p133vS1r32tfGnYX3/605+mfO+I4n35aPmUd4APOsevfvWrtP766xev55tDp2effXZQnnjh7rvvTnkHdcpnhaS887VlnuYXH3nkkZQHQYqX8/0n0qabbtqcZUx/zqdApxNOOCHNmDEj5UGvlAdIUr50U9pll11SvifBqJUt35ej+CzmI3nSfvvtl/INvdteK35P8qBWym/m00knnZTyGUBt8zpAgAABAgQIECBAgACBUiCeB/NZtcWzZz4wKi222GIpH5hUPJPHs30+6Cvlg4/K7L6OM4HHHnssbbjhhmn++edP+UbAxX/lc248X+aBg5QHhlK+IkDKV5OYrQ9jnFGoDgEC/SxQIXgwLrPE2o95u2eve93rWo4yPvXUU7PY+DbvrC3y7bjjji0dYnTzVltt1XY09dFHH128P64VMws6pThP5MsDA52yjcqxbs4YOO644xoma665ZqM+MY3zjW98Y5Z3RBej88Oi1dr/X//617N3vOMdWd5J33jvnHwT719ppZWKsrRavzHK87a3vS2LzYdjc94oz/XXXz/oUrHBdNTj8ssvH3Ss0wu9OmOgucyxCffhhx+eLbLIIoXB1KlTs/j9aDfttvn9c/JzHqAqRvAstNBCHTdEjpkn0S6x/NbAmSdzck3vIUCAAAECBAgQIDAcgRhpvv/++8/VvmfDuZ68Iy8QbRgjxr/73e9msWJAzBaI2ekSAQIECBDoB4G+XEooGjaWRYlNfqNTMdZSj+lh8VrcGJx88snZCiuskMXag7FbfHSax7rr0SEdxyM9+eSTWWxatMEGG2RPPfVU8Vqr/w1cFiWWaOmUyj0G4trdTt0MDNxxxx3F1Mzo3A/HSPlsiiwfmZ8dcsghxc/5SP1iqaGYvllO24vNvPbYY49io9xZs2YV+eb2f7fffnsWnc/RvvnI9EZ5HnzwweI6caMf6dhjjy0+K/nMhuKzEq/F5+WGG27I1l577eIzE68NJ9UlMFDWKZbgCod8dklhEZ+Z+Hm0NuM67bTTsnxWSBEsymf3lMUovkYQ4Ctf+UpRjljqKNaDlAgQIECAAAECBAh0UyCf+Vzcj8Yzpc7kbsq7FgECBAgQIDASAn27lFB+81ZMGbz44ouLJUjyterTxIkTU97hmDbffPOUBwcay7zkHf/FckCXXHJJyjtz07LLLltMM9xhhx3SZz7zmZSvlR+na5nyUeTF0jhx8NZbb035yPKW+eLFfIZCMXUxrp+PVGibbzQOdHMpoSj/L3/5y3TWWWel2267LcXSMfnMjRTLA8XSTmWKaZxHHnlkygMJKZbxiel9e+65Z8oDMilf87HMNtdf85v4YkmifB39lAcfUr7JcPFZyDecSvvuu2/j/Ndee23KO6NTPmugWC4oljiKJZDyWSEtlyFqvLHNN72+lFCbYqcXXnghxdJa+aa/KQ+cpXwmQdF2+ayCEW2XuP7NN9+c8rUeUx7ASbvuumvKZ3CkaK/LLrss5RtGF5+HPDhRTP9sV16vEyBAgAABAgQIEBgtgVjaNB9olD7+8Y+P1iWclwABAgQIECAwKgJ9HRhoFs1HpjfWlms+Vv4ca63no8srd4A+8cQTRad3vD86M2M/gnYpX0an6Oz83Oc+19iXoF3ekX6924GBgeWPNftiXb92KR+ZX6ztN5LBgE7XymcjFJ3d7fLkEbkUearuJdDuPHUNDJT1yWfPpO9///tFsCQCaxFY2W677crDI/o19m74xS9+kWLfgXjwyjfoTltssUXL/SdG9MLj9GQR1Il1Mi+44IIi2DJOq6laBAgQIECAAAECBAgQIECAAAECbQQEBtrAjOTL5UbH+dIoxejndueePHlyMRo7NuDN9xtol21UXn/9619fbPg6c+bMUTm/kw4WqHtgoKxRBErydTmLDuZOs2fK/L6OvcBGG22U8mWwio2dY4NniQABAgQIECBAgAABAgQIECBAoL8EBAa60N4HHXRQsVxRLEuTb9ra8or5GuopAggxCj2Ws5nb0egtL9LhxS233LIIDJxwwgkdcjk0kgLjJTAwkibO1R2BfE+PYtmyXXbZpZgl1Z2rugoBAgQIECBAgAABAgQIECBAgECvCAgMdKElYl+CWPoklsJ5+OGHU8wMaE6HHnpoOu6449JRRx1VrFnffHy0f47lemKPBal7AvFZWH755YsLxp4SsbeERIAAAQIECBAgQIBA7wrEXmnnnHNOiv21pk2b1rsFVTICBAgQIECAwBACAgNDAI3U4YsuuijttNNOaccdd0zf+c53ZtuwOJbvib0HYnmPWEZo3nnnHanLOk8PCcSa/LFW/osvvpieffbZ9MMf/jCdfvrpRQk/8IEPpL333jstvvjiRQApHjIWXHDBHiq9ohAgQIAAAQIECBAgEEu+XnHFFSkGdh177LFACBAgQIAAAQK1FRAY6GLT/fSnP00HH3xwijXZd9ttt7TYYosVy3lceumlRadwzBbQGdzFBunypR577LG04YYbFhstzzfffMUSLpMmTSpKEUGDl156qQgaxGbMsTHseuut1+USuhwBAgQIECBAgAABAp0Err/++jRjxox05JFHFrPCO+V1jAABAgQIECDQywICA11unVdeeSXdfvvt6e67707PPPNMmj59elpjjTXSkksu2eWSuBwBAgRSuummm9KDDz5YzGbiQYAAAQIECBAgQIAAAQIECBAg0B8CAgP90c5qSYAAgUECMXtp4YUXTs8991y68cYb0/rrrz8ojxcIECBAgAABAgQIECBAgAABAgTGn4DAwPhrUzUiQIBAZYE99tgj3XXXXemyyy5LSyyxROX3yUiAAAECBAgQIECAAAECBAgQIFBfAYGB+radkhMgQIAAAQIECBAgQIDAKArEUrDHHXdcetOb3pR22GGHUbySUxMgQIAAAQIEuisgMNBdb1cjQIAAAQIECBAgQIAAgZoIXH311WnzzTdP888/f3rhhRdqUmrFJECAAAECBAgMLSAwMLSRHAQIECBAgAABAgQIECDQhwKxF9MnPvGJtMoqq6TDDjusDwVUmQABAgQIEBivAgID47Vl1YsAAQIECBAgQIAAAQIECBAgQIAAAQIECLQQEBhogeIlAgQI9JvAP/7xj7TuuuumxRdfPN14441pnnnm6TcC9SVAgAABAgQIECBAgAABAgQI9I2AwEDfNLWKEiBAoL3An/70pzR9+vT0mte8Jj366KNpoYUWap/ZEQIECBAgQIAAAQIECBAgQIAAgVoLCAzUuvkUngABAiMncPPNN6cFF1wwveUtbxm5kzoTAQIECBAgQKBmArfddluaOXNm2nvvvdMCCyxQs9IrLgECBAgQIECgmoDAQDUnuQgQIECAAAECBAgQIECgDwTWWmutdOutt6bTTjst7bPPPn1QY1UkQIAAAQIE+lFAYKAfW12dCRAgQIAAAQIECBAgQKClwBlnnJG+//3vpxkzZqQ3vvGNLfN4kQABAgQIECBQdwGBgbq3oPITIECAAAECBAgQIECAAAECBAgQIECAAIFhCAgMDANLVgIECPSDwAsvvJBOOumktOGGGxb/9UOd1ZEAAQIECBAgQIAAAQIECBAg0E8CAgP91NrqSoAAgQoC3/72t9PHPvaxYur8vffeW+EdshAgQIAAAQIECBAgQIAAAQIECNRJQGCgTq2lrAQIEOiCwMMPP5z22muvtMUWW6T999+/C1d0CQIECBAgQIDA2Am8+uqr6YILLkjrrLNOWmWVVcauIK5MgAABAgQIEOiigMBAF7FdigABAgQIECBAgAABAgR6S+DCCy9MH/7wh9P06dPTPffc01uFUxoCBAgQIECAwCgJCAyMEqzTEiBAgAABAgQIECBAgEDvC9x///1p++23T1tvvXU65phjer/ASkiAAAECBAgQGAEBgYERQHQKAgQIECBAgAABAgQIECBAgAABAgQIECBQFwGBgbq0lHISIEBgjARmzZqVFl544TG6ussSIECAAAECBAgQIECAAAECBAiMtIDAwEiLOh8BAgTGkcBZZ51VbER89NFHp6OOOmoc1UxVCBAgQIAAAQIECBAgQIAAAQL9KyAw0L9tr+YECBAYUuDYY49Nhx9+eNp3333TqaeeOmR+GQgQIECAAAECdRCIfQXuvffetMUWW9ShuMpIgAABAgQIEBhxAYGBESd1QgIECIwfgSzL0u23355WW221NGnSpPFTMTUhQIAAAQIE+lpg2rRp6YEHHkhXXHGF4EBffxJUngABAgQI9K+AwED/tr2aEyBAgAABAgQIECBAoC8Fdt9993TttdemmTNnppVWWqkvDVSaAAECBAgQ6G8BgYH+bn+1J0CAAAECBAgQIECAAAECBAgQIECAAIE+ExAY6LMGV10CBAgQIECAAAECBAgQIECAAAECBAgQ6G8BgYH+bn+1J0CAQGWBmG5/4YUXpiOPPDItu+yyld8nIwECBAgQIECAAAECBAgQIECAQG8JCAz0VnsoDQECBHpWYKONNko33HBDOuaYY9Lhhx/es+VUMAIECBAgQIBAs0CWZen6669Pa665Znrta1/bfNjPBAgQIECAAIG+ExAY6LsmV2ECBAjMmcCVV16Zvvvd76YvfelLacqUKXN2Eu8iQIAAAQIECIyBwJlnnpk+/vGPp6233jpdfvnlY1AClyRAgAABAgQI9JaAwEBvtYfSECBAgAABAgQIECBAgMAIC1x11VVp2223Tfvtt1864YQTRvjsTkeAAAECBAgQqJ+AwED92kyJCRAgQIAAAQIECBAgQGCYAq+++mqaOHHiMN8lOwECBAgQIEBgfAoIDIzPdlUrAgQIECBAgAABAgQIECBAgAABAgQIECDQUkBgoCWLFwkQIECgk8CsWbPSM888k5ZffvlO2RwjQIAAAQIECBAgQIAAAQIECBDoQQGBgR5sFEUiQIBArwusvPLK6b777ku33HJLWmONNXq9uMpHgAABAgQI9KHAE088kZ577rk0derUPqy9KhMgQIAAAQIEOgsIDHT2cZQAAQIEWgistdZa6a677ioCA6usskqLHF4iQIAAAQIECIydwMsvv5ymTJmSnnzyyfT73/8+TZ8+fewK48oECBAgQIAAgR4UEBjowUZRJAIECPS6wIsvvpief/75tOiii/Z6UZWPAAECBAgQ6EOB2Gh41VVXTX//+9/TnXfeWQQJ+pBBlQkQIECAAAECbQUEBtrSOECAAAECBAgQIECAAAECdRV46aWXUswcmDx5cl2roNwECBAgQIAAgVETEBgYNVonJkCAAAECBAgQIECAAAECBAgQIECAAAECvScgMNB7baJEBAgQIECAAAECBAgQIECAAAECBAgQIEBg1AQEBkaN1okJECAw/gVeeeWVtN9++6UFFlggfe1rXxv/FVZDAgQIECBAoKcFHnroobTccsulCRMm9HQ5FY4AAQIECBAgMNYCAgNj3QKuT4AAgRoL3HPPPenNb35zUYNHH300LbXUUjWujaITIECAAAECdRb4xje+kQ488MB0yCGHpOOOO67OVVF2AgQIECBAgMCoCwgMjDqxCxAgQGB8C5xyyinFjIE99thjfFdU7QgQIECAAIGeFjjxxBPTwQcfnD796U+n448/vqfLqnAECBAgQIAAgbEWEBgY6xZwfQIECBAgQIAAAQIECBAYEYEHHnggTZ061VJCI6LpJAQIECBAgMB4FhAYGM+tq24ECBAgQIAAAQIECBAgQIAAAQIECBAgQKBJQGCgCcSPBAgQIECAAAECBAgQIECAAAECBAgQIEBgPAsIDIzn1lU3AgQIdFngpptuStOmTbMJcZfdXY4AAQIECPSrwEsvvVRUfd555+1XAvUmQIAAAQIECMyRgMDAHLF5EwECBAg0C1x55ZVpiy22SKuttlq68847mw/7mQABAgQIECAwogKzZs1Kq6yySnHOu+66Ky200EIjen4nI0CAAAECBAiMZwGBgfHcuupGgACBLgpEMGDDDTdM73nPe9IPf/jDLl7ZpQgQIECAAIF+FHjyySfTCiusUGw0/OCDD6bFF1+8HxnUmQABAgQIECAwRwICA3PE5k0ECBAg0Erg1VdfTRMnTmx1yGsECBAgQIAAgREX+Otf/1qcc8qUKSN+bickQIAAAQIECIxnAYGB8dy66kaAAAECBAgQIECAAAECBAgQIECAAAECBJoEBAaaQPxIgAABAgQIECBAgAABAgQIECBAgAABAgTGs4DAwHhuXXUjQIAAAQIECBAgQIAAAQIECBAgQIAAAQJNAgIDTSB+JECAAIG5F7jxxhvTJz/5yXTwwQennXfeee5P6AwECBAgQIAAgVzgpJNOSocddlg6++yz3WP4RBAgQIAAAQIE5kJAYGAu8LyVAAECBFoLHHHEEenLX/5y+sAHPpAuvvji1pm8SoAAAQIECBAYpsAee+xRBAU+//nPpy984QvDfLfsBAgQIECAAAECpYDAQCnhKwECBAiMmMA//vGPdN555xWBgalTp47YeZ2IAAECBAgQ6G+B559/PsXMxE033TTNO++8/Y2h9gQIECBAgACBuRAQGJgLPG8lQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ1ExAYqFuLKS8BAgQIECBAgAABAgQIECBAgAABAgQIEJgLAYGBucDzVgIECBAgQIAAAQIECBAgQIAAAQIECBAgUDcBgYG6tZjyEiBAoGYCjz76aLrmmmvSdtttl+aff/6alV5xCRAgQIAAgbEUeOqpp9Jmm22WYs+iSy+9dCyL4toECBAgQIAAgXElIDAwrppTZQgQINB7Attuu226/PLL07HHHpsOPfTQ3iugEhEgQIAAAQI9K3Dbbbelt73tbWnBBRdMTz/9tA2He7alFIwAAQIECBCom4DAQN1aTHkJECBQM4GTTjopff3rX0/nnXde2nTTTWtWesUlQIAAAQIExlpg5syZackll0xrrLHGWBfF9QkQIECAAAEC40ZAYGDcNKWKECBAgAABAgQIECBAgAABAgQIECBAgACBoQUEBoY2koMAAQIECBAgQIAAAQIECBAgQIAAAQIECIwbAYGBcdOUKkKAAAECBAgQIECAAAECBAgQIECAAAECBIYWEBgY2kgOAgQIECBAgAABAgQIEOiSwKmnnprOOuusdO655xYbD3fpsi5DgAABAgQIEOgrAYGBvmpulSVAgMDYCuy+++7phhtuSD//+c/T1KlTx7Ywrk6AAAECBAj0pMAmm2ySrrvuunTiiSemgw46qCfLqFAECBAgQIAAgboLCAzUvQWVnwABAjUSmDJlSnrooYfSlVdemd7znvfUqOSKSoAAAQIECHRL4P777y8GEey2225p8uTJ3bqs6xAgQIAAAQIE+kpAYKCvmltlCRAgMLYC99xzT7rvvvvSVlttNbYFcXUCBAgQIECAAAECBAgQIECAQB8LCAz0ceOrOgECBAgQIECAAAECBAgQIECAAAECBAj0n4DAQP+1uRoTIECAAAECBAgQIECAAAECBAgQIECAQB8LCAz0ceOrOgECBAgQIECAAAECBMZa4PHHH0+xn8DGG2+cDjvssLEujusTIECAAAECBPpCQGCgL5pZJQkQINB7AhdddFFRqO233773CqdEBAgQIECAQNcELr744vTBD34wLb300umRRx7p2nVdiAABAgQIECDQzwICA/3c+upOgACBMRJ46KGH0pQpU4qrx/fLLbfcGJXEZQkQIECAAIGxFnjppZfSqaeemtZaa620ySabjHVxXJ8AAQIECBAg0BcCAgN90cwqSYAAgd4SePnll9NHPvKRNGHChHT++eenSZMm9VYBlYYAAQIECBAgQIAAAQIECBAgMI4FBAbGceOqGgECBAgQIECAAAECBAgQIECAAAECBAgQaBYQGGgW8TMBAgQIECBAgAABAgQIECBAgAABAgQIEBjHAgID47hxVY0AAQIECBAgQIAAAQK9KDBjxow0c+bMdPLJJ6cll1yyF4uoTAQIECBAgACBcS0gMDCum1flCBAgUA+BV155Jc0zzzz1KKxSEiBAgAABAnMtsOKKK6a//OUvxV5Dse+QRIAAAQIECBAg0F0BgYHuersaAQIECDQJ3HXXXemd73xn2mCDDdJPfvKTpqN+JECAAAECBMajwBVXXJGuv/76dMQRR6QFF1xwPFZRnQgQIECAAAECPS0gMNDTzaNwBAgQGP8C1113Xdpkk03S9OnT0z333DP+K6yGBAgQIECAAAECBAgQIECAAIExFhAYGOMGcHkCBAgQSOnWW29Nyy23XFpqqaVwECBAgAABAgQIECBAgAABAgQIjLKAwMAoAzs9AQIECBAgQIAAAQIECBAgQIAAAQIECBDoJQGBgV5qDWUhQIAAAQIExoXA1VdfXWyoedZZZ6VJkyZ1pU7XXHNN45o28+4KuYsQIDAMgcceeyx9/vOfT+9///vTlltuOYx3ykqAAAECBAgQIDAaAgIDo6HqnAQIECBAgEBlgZdeydKECSlNmpj/bxykCApsu+226fnnn0877bRT+s53vjPqwYEICmyzzTbFNXfdddf07W9/O02cOLGWmtkrr6Z0459SNvOelN3xcEoPPp3SrP+ND0hKr1soTZj+upTesWKasOUqacLyi3aljtntD6fsZ39M2a1/TelPT6b09PMpxed10QVSWmmJNGGdFdKE974lTVjl9V0pj4sQqKPAKaeckg444IC05pprFksI1rEOncpc/DtxVf7vxG/b/Dux9pT/9+/Eqst0Oo1jBAgQIECAAIGuCQgMdI3ahQj0r8Cs/83SfU++kp56PisQFnnNhDR1sYnpdQv2bqdVlPn+vMxP/v8yvzYv84pdLPOzL2Tp3vz6j/8zSy+/mqUF55uQVlh0Ypq2+MS8L2p8dJ62+o145JFH0gknnJB23nnntPbaa7fK4rVhCPzjf17NP0evpieey9Ir+edo4fn/3+coPssTxuhzFJ/nmfe9nH5+70vplv/b3p3AWTX+Dxz/njtNNe1KaREtQkqkxVKhEqGSJURliz9CJbuffckW2YqU7FsUSUhCypKslTZEKbTv+9zzf76nznTnzjl3mbl35s6dz/N6ceee85znPOd97tzq+Z7n+yzLlkXmc75px66LqlBazGc8Q1rtmyGdGmXKcQ1KFbtgwfbt252FtBcvXpxzp5IdHAgNCrgn/fDDD6Vz587u22Lxam/eLvbz34j97HSRf9fH1ueOB0rg2g5itd4/tvpx1LKDQbHH/iz241+IzPsvtiMPqyOBa44Tq9uhsdWnVpEI2Lb5+8iStSJ/miDPuq27gk7Vyos03FssfaUkReC///6TW2+9Vbp37+4EMpNykkJu1PmeGPeL2E+Y74lf/43t7IfWEuua48U67dAi+7M4to5SCwEEEEAAAQTSXYDAQLrfYa4PgSIS0EH1137aLpPM4N/8FebpT49St3JATjiglJx9WGlpUadwUm14dCNn0x8hfZ7n0+d9K1umz5lydrPS0nLfxPb573VBed2YTZy/Xeb8521WsYzIsfUz5cymmXLyQZmSkSZPWLs3QVMM3HPPPdKpUyeZNGmSu5nXOAT+XJMtr/64XT5a4P+7p8G5482ge49DS8sJjUoVSrBpyw5bnp+5TYZ/vU2Wm0BFLKVWRUuuPLqMXNSyjJTOKD4BsV9++UU6duwoK1euzLnMZAUHvIICjz76qAwcODDn3MXhB/vzhRIcOFbkbzNYm49i9Wgu1uCuYlXOysfReQ+x5/8nwavfNiuj/513Zyxbjq4ngSd6iFWvaiy1qVMIAk4w4IvfxH7zB7GnLBDztIL3WTU40NnM/ujVSqwDzOwUCgI+AvbC5bu+J743MwTyU0xAM/DkWWI12Ds/R3MMAggggAACCCBQYAECAwUmpAEEEAgV0EHJez/dKuPn7n4EOHRnhJ+PrJshd5+YJc1rJ3awPcIpc3b9Zfp8zxTT51/j7/OdnbIKHNRYuSko93+21QkKmIwqMRedQfC/DmWlexPzmHWalPnz58vNN98sffv2lVNOOSVNrqpwLuPfDUG559Mt8vasHRLHx0gaVgvIHR2zpLMJNCWrfLN4p/Qfv1kWrfEOeEU7r/ZxWPdyRfL9EK1vfvsLIziQLkGB4NDPxL7/ExF9irsgxQzCB16/sMCDufYHcyR45Zsim+P7MyFP100kN/D8+WId3yjPLjYUroATeLrrQ5HZ/8R34i5NJHDHKUKAJz62klDb/uhXCV5uvic2bS/Y5VYw3xMje4rV8aCCtcPRCCCAAAIIIIBAPgQIDOQDjUMQQMBb4KUftsltH2+RLTu990fbqs8DX9OmjNx0fNlCexL+FdPn/03aku/xH+3zVceUkVva56/Pk8xT3VebAdM1W/I/INb5wFLy5GnlRZ8Cp5RMgXfnbJdBH2x20rDnV+D0JpnyaJdyTtqq/LbhdZx+L9w4cYvEE/TyaifTZB57rGs5Z7aO1/5U3JbM4EDaBAXu+1jsoZ8n7vbtXV4C4y8z6xDUyFebwXEmdZAO9pmUVwkpmRkSeKm3WCcw6JcQzzgbsbftFPvm8WK//F2cR4ZUL5cp1n1dJWBmEFAQUAH7/dkSvPR1MTn6EgNi1k8JvNDLWX8gMQ3uakVnydgvzRDrxIPFqlU5kU3TFgIIIIAAAgikiQCBgTS5kVwGAkUpoP/wuNUEBEZ+V8CnpnZfhKYXer5HeSlbKrkD3beZgMCz35oFLRNQOjQsJaNNn7MyY+/zczO2OW4JOL3z1Pc7vSpI7Uqpu25DIq6TNvIKPPblVhn8ucmRnYDSdJ8Meev88rJ3gtb/0NRBN324JQE929PEE93Kybkm/VhxKckIDqRNUODVmWIPeCfxt3J/M3Ng8lViVYkvrZA9c7EETxshsj07sX0yA8uBj64UqzELEycWNnJr9vqtEjx3tMh3e9b7iHxE5L3Wle0kcBcz2SIr5d07ZswYWbhwodxwww1JX4Q979kTv0UXIA92Nd8TJuiU0JJlvicmXiFW08QuTOz0t/tzYp3X0qxrYNY/KWYBgg0bNjifn6BZ86Vx48ZSvrz3GiCbNm2S2bNnS8WKFeWggw6SjIyMhN4eGkMAAQQQQCBdBQgMpOud5boQKESBOz7ZIsO/ScwAu9ttDQ68cq558jNJC6TePXmLPGVynSeyaHDgVdPnWPL+v2yeoh70QWIHTHVh4g8vqiBVyxEcSOR9TeW2hn29Ve6cnJiggHudh9QIyIQLK0oFs1BxQcrnf+yQc1/blLAHr92+mAcrZWzvCnLUfoWfdsztQ7yviQwOpEtQwP5jpQSPf0JkSwHT9fjcDOuMwyTw7Lk+e/Nutk06kOBxj4v8tTrvzkRsabyPBD69Wiwzg4CSfAGdKRA0g6Figj2JLNbA9hK45cRENpnWbemDI2XLlhVdlH3KlCnSvn37Yn29tvm+Ch5vvif+MItWJ6McWEMCn5nvidKJ/fMteK+ZmfX452IW6xGrd2ux+qd+gECDSbfccot88skncsghh8jatWvlr7/+kgsuuECGDBkiWVm7Ar+6oPVVV10lEyZMkBYtWjhr+2jd66+/XgYNGpSMu0SbCCCAAAIIpJUAgYG0up1cDAKFL/DOrO1yxbs+C/gVsDv9TVqhWzvE98RnLKccN3u7/N+45PT5apNW6DaTrz1S+X7pTukyemOBU6t4nUMXlH3zvPJiJSmg4nXOZG3TAYV///1XatVK7NNzyepvYbc7ddEO6fHKprjWE4i1j10bZ8qos7yfyouljXVbbWkzfL0s35igdCxhJ9WFy6deXjHhaY/CTpPQt4kIDqRLUEBhs89/UWTSvMjGtSuLdb55yvXYA0TqmDQYZlDO/vVfkQmzxR4/O+qaBIH3TEqhY+pHPsfuvcGHJov98KeR65pc4FbPFk5aDqlXbVcakUWrxDbXYb/xfdQgh3XPqRK4vG3kc7A3IQLBge+I/crMhLQV3khgtFk3okvT8M289xEYPHiwzJ07V4YPH+77tLfPoSm3OThkitgPmPVQIpXypXN/T2hasj/N98Qn88V+3Xwmo6xdYt15sgT6HRvpDHHvcwJlHZ8Umb9817EpHiCYMWOGnHPOOXLZZZfJgAEDcoIADz/8sDPzpGXLlvLVV1+JBgWOOeYYZ12qq6++Wvbaay9Zt26dnHfeeTJx4kR55pln5P/+7//i9uIABBBAAAEESpIAgYGSdLe5VgQSLLDCLJp79NMbZP226IN/VbMs0SfaA+Yh5CXrgvLvhujHaN2PLq4ghydwQWJd6PfoYRtEBy6jlb1MnxuYPmfs7vM/MfTZVJUPTZ+PqOP9tNcOk2j9uGc3yG+rouelrWLWDDhw74CUK20Zr6DMWxH9GL2mR0/Nkl5HlIl2eSm/X/8x+Pjjj8uIESPk0ksvTfn+FmYHN+8wA+/D1svS9dE/x9XKWXKAWbxXU3MtM5+jhStj+xyNPLOcdDskfyl7YplFVLOiJZe0KiMnNcqU/fcKODML/jSLE3+ycIeMNGm2lm+KfG3XHVtGbjguchCuMO9JLOcqSHAgnYIC9qxlEuxgBqkiFE3bYt3USSyTXsOr2HP+kWBfk+P7txVeu3dta9tAMsZF/+6wN26T4KGDRcyrbzn5EAkMOV2s6hU8q9j/bTALFr8lMvU3z/3ORnNs4KcbE/40sP8JS+Ye+7MFEjx7dGwX33BvkX2rmPRRJi3MbytFVmyMfpyuY/HVtWLtVS56XWqkjYAzq6iZ+Z4wKap8i8nlH3jsDLFqVPSsYi833xNXjRH5bKHnfmdj1XIS+Pkmscp6f/f5Hxh5j5NSqPPw3OunpGCAQGeWnHvuuTJ27Fhp2zZ3IFUfGKlRo4YzK+CBBx5w6hx77LGiAQMt2dnZ0qhRI1m0aJHz/pRTTpEPPvjA+Zn/IYAAAggggIC3AIEBbxe2IoBADAI3Ttwso7+PvK7AcfVLyaBjy8qRdc305ZCn2OcuzxZNg/LmL5HTSLTZv5SM6+M9EBNDF/NUueWjzVHXQjhW+9zO9Hk/s2hkSJ/nmT5ryqTXf458zUeZ48Zf4P2Pwlhyrh9WK0NuNosZq11oWiINxIw2OduHmRRIkR44q1Heku+urhTXegd5oFJgQ79+/WTYsGHy9NNPy5VXXpkCPUqdLgydtlXu/yzC4ITpqv7O3WgW8j7G/A6Ffo41yKQD77q+xrYIqdT3rxKQr/tVlFIaoYujrNkSlMOHro+4CHmv5qXl3pOypJzPmhybtttyg/l+GTPL//uhool9/TKgcrGaNaCM+QkOpFNQQA2C170r9ovf6o+eJdYnZu01myV4yjMRgwOBbweJ1cAM/kYoQbM4pz1onG8N68zDxRrWQ6xA5DRttlmINNjn5YgzIQIjzxPrtEN9z8WOggnowKGTEmruf/4NZQTEuuQosS5rI5ZZj8IteqyuRxB8xMwciTRwaw6wrj5OArd3dg/ltQQIBF8za6L0f8f3Sq3uzcR65hyxzOcrUrFNrvzgBa+YJ1/m+lbTdgLmeyfRJSelUHjDKRIgWL9+vRx88MHOAyFdunQJ76Xzvl27djJt2jTn3xQ1a9aUP//8U0qX3vUQw+TJk6VTp045x+lDJfpwCQUBBBBAAAEE/AUIDPjbsAcBBCIIrN5sBv8eXy9bzUN2XkWHEu/rnCV9zRPBkYo+HXzpO5siDnRPuiQxswbWmgHLwyIMWGqf7zkxSy47MnKfP/1th/R9e5Ns8h+zdGYNtAibNaCDDkeaGRb6VLRfueKoMnLnCWVzBVHC6y5YkS3nv7FJ/lrr384jZtZAn2I+a0AXmtN/8DVo0CCcoES/11knzc3vXqQn6q83wbjrjysb0WnWPzvlPPM5+i9Cup8RZ5ST7k3imzUw8rttcstH/utn9G1VWu7vHNuTtv3f3yyv/+QfiBvaNUvOOzzy72tEhCLaGU9wIN2CAkqe3eQ+MXmmvPXNE7cZr17gvc9jqz33311rFWi6Do9imcViA2b2QaSSrQvUfrrAu0r9ahL4or/vzIXwg+wNZsHb1o+IrNwUvst5H+/aB56NsNFXwJ5iZgucY+6nXzFP+Qde7SNWq/39ajjbg89ME/u2CE8am3QxgTm3imVeKSVDIGL6s/32ksDUATF/HpxZSkcNETEzjbyKBg81iJjokielUPgJNEDQq5VYA44vkkWK+/fv76SdmjRpUnjPct4fccQR8uOPPzrv7777brntttty9q1YsUKaN28uS5culaOOOkrefvttqVOnTs5+fkAAAQQQQACBvAIEBvKasAUBBGIQePH7bXL9RP/Bv9s7lpWrjok8MOmeRoMDOtDtVy5pWVoGnxzbQKJfG7r9FbPg77URFvy9tUNZ6d8mtj5rcKDn6/59vrBFaXnolNx9/nbJTun6gs9gmOlfz8NLy+Ndcx/jdz1/rMqWE0dt9E3j1HrfDJlwkfesBb822V48BCab3xcd0Pcr/2cCWxrgiqXM+S9bTnl+g+/T/R3NIuCv94xvxs5Zr2yUqYu8I4YHVw/Ip5dWlEzNzxVD2bZT1yrYIIt9gmAnH5QpL56d/7UQYuhC0qrEEhxIx6CA/btZdFgHxHxK4LNrxGoa37oiwSveFPvtn7xbPKmxZLzSx3uf2eo8Yd7gLt80QtbjZ0rgvJa+x3vtCA43g8q3+wwq16okGb/c7HUY2xIgELzcfBbe8fksmJXLA+PNuhNRggJuN4JmzQnbrD3hV6zhZ0vgrOZ+u9meZgLZje4WWev9917LpBkL9Gkd1xUHn/tK7Fve9z6mRgXJMIGnZBT7p78leNKw3CmFwk/kBgj6mwCBWeulMIquF7Dvvvs6iw0ff/zxnqfUVEFVqlSRjRt3/V169uzZ0qRJk1x1tc6SJUukXr16ubbzBgEEEEAAAQS8BQgMeLuwFQEEogj0fnOjfLzAe/CvmUmF84l5yj80dVCU5uTKdzfJ2z5pQ+qZ/OMzrqoUrYmo+y98a5NMnO/9mH/Tmhnyad/4+nz1e5t8UyHp4qjfX5O7z/d/tkWGTvPOYa1rMMw09SuY9QRiLc9+u1Vum+SdTkazv8y/rrJUNusUUNJL4OYPN8uomd5P0deuZDm/K6VjHHhXmYe/2CoPT/X+HJU1S2UsvL6ylDHrE8RSgmZWTMMH1/nOpnn29HJyetP4nrB92QT0BvkE9HT9hLmDCmfQIpbrj7dOpODAl19+KZpKYfPmPQulP/roozJw4MB4T5NS9e2P50qw10vefWpQTTK+vc57X4StEds0T/xnzPBv0162ToKHPeDduvkiDSy4TazKsQXa3Ebsf0ybzXzaNJUCi+4UyyxkTEmsgBPkOeheEZNiyqtYl7eRwD3e6Um86ts7s01aoidEFiz32i2aYipgUr5QdgXYnCmk+oeGpmTSsvslz3tnn0+dSMe57Wodt7jb3HPp9vBtOe9DKrk/5uxzG/Q+3l65Uez2PuuimJSTgXlm9kjV+ILUznoDTe4POXHuH62PrxSrUsjDKm5ftVqc/Xdado8xb4LDpor91k/m7+nOHv//FWKAQGcJ3HffffLFF1/49mfWrFnSrFkzZ3+tWrVk2bJlvnXZgQACCCCAAAKxCRAYiM2JWgggECbQ9NF1vqlMhncvJ2ceGt/gn6Y16Thy1xNAYady3i64rpJUyQp47Yp5W7Oh63wXPX76tHLSo1l8fdanrduP8J4Grp2aO6iSVCu3p889zJPUX/g8Sd2/TRm5tUN8g0+6AG3jR9b5Pu09tnd5aVsvsYvXxYxNxaQJnDRqg/y4zHtxgNvMTJ2rY5yp43ZQ04I1eXS9mAxFnmWyCZg1q2UGe2IoS83C4s2fWO9Z0zysKwtMsKpCmWgjEbkP1/4dPMS7Ta05z/yeVQ35Pct9dOq/8woOdGzaWr6e/7NJsbYnkDiky+UyoN2Zey7IHSRy75v7XmuEbwt/71nHreRxvNbXEss5Quu5TbrHmff2fDPI+tUfTnN5/teliWSM7pVnc7QN9uI1EmzxkHc188GzTj9s1z63H/pud9/s1Wb2jV8+eZN/PmPm9d7tRtma3fAu30VK7XYN86Ym8uhbjne4Y0j/89Rx9rkX577u7mzoOdz+u9vcc+Q6Puy4WOo4x4cdt/ttTl+dOhH65p4nvG/ue69zmGPs7dliLV7tni3Pq7Pwcx2z0HAcJTj6G7FveM/7CA3AVt89My+0b25td1v49ej+8G3ue2ff7jfutpx23A0hx0daMFvboiRGQOn9/ugyT9RnmMWC81OyDzaBrFXeMwBt8yGxfE+an7OFHaN/KO8wKSn9riu0eiEGCEJPG/7zs88+K5dffrmzuWfPnvLaa6+FV+E9AggggAACCMQpQGAgTjCqI5AqAqN+DMqQadmyZkcsf6NPbK+dp/I2e/9DRs+U34G6SMGGQFaWWfgxI98Xov/Ayt60yfffP79eW0n2Lr9nED/WEx362DrfHO2BsqbPGXv6nK1m7j/ww04wzgzit8nHIP65r22UKb97z9wIlC4jViaBgTDqYv9WP8d7RpVyX47Oejk0xkH80CNPNumEvl/qHWwIlDGfo1KxfY5sM4U/uNU71cJ+ZjHjmWZR7PyUQ4ask5WbQwbFQhoJlC0XdbHHkOop+ePOf2bJ6uEnSnDTSs/+PVK+owzIauW5r7htjDS+Zp3dXAJPnx33JenTvMHGZt0CzxLpjHpAhP2N95EMkzc8PyW72WCRf7wDWkkf8MtPh9P9mAOqS8bX18Z9lfZfqyXY8mHv4yJ8dLwPYGtaCuTzs6UW2Uc8KLJkrQ9L8j9g+vf5eGb3igYIzt+9BkEhpRgKxTn33HPlzTffdDbposK6uDAFAQQQQAABBAomQGCgYH4cjUCRCHy1xJYzx3gP4hVKh8yisNlbvKfqlzPjh3/eFN8TeW6fIw5OljUL8mbE9tSy217oq20HJRiSkiN0Xxkzdr/klvz1ucvoDTLjb+97YZUpK4FSe/ocaUB3xlUVpd5ee4IIof2L9PN1H2yWl37wTitjlTaLI2bGNwsi0rnYlxoCOzdt9A1w5Tcod9nYTfLuHO80W5YJMAViDDBFCgw02jsg06/IX2DgMDPb558NOkiSt6RDYECvSoMDG59sL1u3rct1kQ+V7yDXZrXOta04v4k4KG6epM8Y2zfuy7Nn/yPB9k/4HFeAwbUqWZKx8Hafdv032ztMgKzeHSLmCXavEtHA6wC2xSaggXe/3CjHN5KMMRfH1k5ILTvb/N2h1v98g/qRThnSDD8Wc4GI3yImLViGSQ8Wb3E+W/XNcVu8/+wtlM9Wfk/iBgiu7yhW9fjWIYrXKbR+zZo1Rdci0LJw4UI54IADQnfzMwIIIIAAAgjkQ4DAQD7QOASBohZ44tugDJ5upv8WUYk0yK7pZRffnL9B9o7PbZBZ/3oPpASSGBgw/76RJTdXju+pqd32J47cID/9E1ufIwUGvr6yojSsFn9g4Jrxm+WNnwkMFNGvQpGcNtsEBvzK7IGVpEaF+Ge+RFp/I56ZJ85Ax1bvoGF5EzT848b4f890AeIGZt0CzXjgVQJZZsZAIP5r9mqrKLdt/+1z2TCiq+zIzr3eQ58yh8rIiqeISYhTlN1L3LkjDUSZyHJg7v/EKhdfQDP4jFns97YPPPsY6XR6gPPErP7gM6Ac+PRqsZrV1hoxF/urRRI8bYR3fTPCaFtJThHifeYSsDXC8G3bBpIxLv6ni+2tOyRY1z84FPcT1yXgLqTjJTrfI3phPl/DgUlmPYDmdeO6dHvGXxI89RnvY1L9e8KsB2Nd20Gssw4vtBl7c+bMkaZNmzpeukixLjBMQQABBBBAAIGCCxAYKLghLSBQ6AJFPWMgWlqeH8wiuvuaxXfjKdlBWw40+fI37EmpnevwAg/+mX/V7dRUQj7/qPvOPLG/f5xP7OtCqwc9sl7WbdXBiLwlnlRCL55dXk4+yIycxlkizbKI50nvOE9L9SIUSEZKqjbD18vCld4j7wEz88UKmfkS6dJ1kEz75/NrJuMvqCBH7bdnFk2kttx9X/yxQ3q8qumTPIr51cuooAs++p3R45gU3KRBgTWjTjM50r2DKukUHHCGbp1RNu97Zj18mgQuPCrmu+QEo9o8JvK7dxomJ32b3xd/DGex+rSWwJDTY6i5p0rwktfEHj9rz4aQnyJcekgtfsyXgPPh8jlyn4qSMfsWn53+m+1ZyyTYwWfRWf/D2JOOAhE+X1bPFhJ44qy4rjr4f2+IPfZnz2MinMqzftwbzXeiXcUsbGwW6o5rHYMiCAi41/b444/LgAEDnLe9e/eWl156yd3FKwIIIIAAAggUQIDAQAHwOBSBohRw1hj4Oihrcj9cWmhdijQ4ed9JWXJp6zJx9eXLRTvkzFe8B/90ICWjfPl8PdEf2olIfb67U1m5/Cjzj6Q4yvQ/d8jpL/v3uZTpc2gkIrh1q9jZ3usBnNMsU548TQc4Yy//bgjK4Y+vFxNT8SzhgQnPSmwsdgLZW0wO/6D3LJW+rUrL/Z3LxXVNv6/KlqOH+S+iHW+qnki/Z90aZ8rIs+L7nPd8faN8+pv3742YmQIZZsZAcS5eQYFTa3WS6Su+lrU798wO6VPnKBl5aG8JuIPcOa+7r959r2/dMffQbc52d0dYnTz1tLIp7nb3MPe9s8+pkbdO6HG7q4S3Y3/zp1hrvdeikGrlJfD5NWLVjC3tVHDoZ2LfN8k9U55X6+h6Iu6Csz79t783T57+tiLPsc4Gc0xgwv+J1Xp/7/1hW+3J8yXY84WwrSFvD68j1hHmyWK3L/HYuseENJenHd3n1st53X2A+96pE7bN7Yezb/cbd1vocbsP23OOsHac48O2ebXjtum5L+z43W9zzulzDlsX4h38iVs7z2vgoyvEarFfnu2RNgQfmiz2w596V9m3ilgmlYpT3OvRN+HXFP7eq47TyO7/uW2FHZcrF3zYvpxzOm3v3hlLHfe87jmd4yP3w9mbp213g9nr/ui2Gf5+d/O72tm9062jG/2Oi6WOc7zTckg7oQeG7wt773n8rjr2k1PFHvPj7gPCXkyfA+9dKtbR9cN2eL+1P18owbNH+6aosi48Uqxrjtt1cLiHbg3f5r4PPV15M/Nqs0lT5F5+SB0N4tvHPu678HFoM87PRRgQcPvStWtXmTBhgvN21KhRcvHFF7u78rxOmTJFGjVqJHXrxjeLI09DbEAAAQQQQKAECBAYKAE3mUtEIBkCV767Sd6e5Z0XtXYlS76+spJkZbr/Goneg9Nf2ijT//Ie/Gu6T4ZMuaxi9Eai1LjqvU3y1i/efa5Z0ZJv+lWScnH0+axXNsrURd59blwjIF/8X+6BreHfbJU7PvGO5JQyEyymXV5RGsSRTujGiZtl9PfbPa86yzyUvfCGymaduNjvgWdDbEw5gQc/3yJDvvSeWqP3XT/HtSrFPmPninGb5J3Z3r8XVbMsmTuokhmDiP1zdM+nW+TJr7z7p5gvmdkxnWOcHTN29na5fJz3U/Ta1k3Hl5Vr28UX0NPjUqV89tln0qVLF9kcsv7JfffdJ7fccov88ssv0rFjR1m5cs+T8BdccIE8//zzJh4S+/1NlWsN7Udw9Ddi3/Be6KbcPx9SUwJvXhQ1OBB8dabY1441gTKf6KhZIyAw62axykaejWV/v1iCnYfn7kPou6rlJPDWxWIdVid0a56f7a9NCqFeL4ms9/6e1wMC0weKdWCNPMeyITEC2a0fEVm0yruxjgdKxhsXee/z2Gqb4FWw1cMiPkEsq+/REhjczeNINqWjgP3zUgme8JT/pen3jVnHwjp8X/86Zo+TQui8F0XW+QRHTZ3AF/3FMt+DySrBvmZW03ves5pynTMFAgLanx07dkjVqlVl48ZdwfLffvtNGjZsmKur7ptNZnbw/vvvL2+88YaccMIJ7mZeEUAAAQQQQMBHgMCADwybEUAgssC7c7bLZWP9B+zOPay0PNEttid5n/56q9w12bkAz7oAADyNSURBVH8gZVC7MnLj8VmROxTD3vG/bpe+7/j3ucehmfJ099ieZn7GDPLf7jPIr10Z0LaM3NI+d5+jPZl9eK0MGdengpQvHX0Q9qP5O6TPW96zFfT8px6cKaN7xHYtWp9SfAR+WrZTThy150ny8J4fvV+GjOlVIaag0Jhftku/9/x/J3qa3+PHY/w9dvsxb3m2HPus/wwEXaB8lJk10PGAyIO1E+ftCgps9Y69OQ9BfpvPRbvdvhbla6SggNuvdA0O6JPdwRYPiaz2/+zJ3maW2K0niXXOEWJlZrgkzqv952qxB0/yTcPhVrYGHC8B00YsJftkExiYudi/aplSou1Z/9dGrIq5g1H26k1iP/Wl2GatA7NIhH8bHczAtAl4UJInELxtgrkP031PYA3uKoG+x/jud3c4Kar6vCwyaZ67Kc9r4O1LxDrugDzb2ZC+AtldnzXR9z/9L1AX5e1vvicubytWpbDvCZO2xx5mvifMf34LkzsNH3uAZLxzif85CrhH05xpurOIpQgCAhMnTpS3335bWrRoIf369cvVvcmTJ0unTp2cbdWrV5fly5fn2h/6ZujQoaJphzR4kJGR+8+O0Hr8jAACCCCAAAK7BAgM8ElAAIF8CeiCoM2Grpc1W3ye1DStanDgwZOzfGcO6LoCQ6dtkwe/8A8K6BD5jHzk//e6qO3Zthxm+rxqs3+fzzYpfR46pZzvzAHt8xPTt8ngzyP3+Zt+FaV+1bz/IOn24gb5ZrH/wFHLOhlOqpXaEZ74fu2nbXL9B1t8F2PVa3+9Z/SBVy8jthUPgfYj1suc/7zXBNAraFevlDxzRjmpXt77yXJNIzDyu+1y2yTzRKz/r4NMuLCCtK5rpiHEWc59baNM+d1nRN+0pb/XvY8oLVcdU0bqha3t8dvKbBk6favv7B63K11M8Ov5Yhr88goK3HvvvXLrrbe6l5fzmq7BgeCz08X+3660EDkX6/VDRZOWzqTncFILmYVg7flmQMg8uRu16FP+312fZ3DO77iICwaHHqSr1Zu0Qla9qs5W+w/zdPq3f4lk+/8+OhUDJtXI5KvEOrR2aGv8nGABe95/Emw31L9VM/vJurnTriCPz0wo2wzgBq8aEzEoIPtXlcCMQWmx8Lk/FnvCBSIuGBxaWb8nWu3+njB/4DnfE2axYdkZ5XvCfCYDn/SLOjsp9FTx/Gyv2iRBXZPFvHqWIggIaD/GjRsnZ5xxRk6Xvv32W2ndunXOe11T4JVXXnHe63bd71W2b9/uzCR46qmn5LTTTvOqwjYEEEAAAQQQCBMgMBAGwlsEEIhdYOi0rXL/Z/4D5NqSphW64qgyctKBmTkDgP9tDMqnC3fIszO2ydzlkf+RdGbTTBl+euKefH/yq61yz6eR+1zLpBXa0+eAk0bF6fNvO2TEt9vk1yh97t4kU0ac4d3nz37fIee85vMPst30+kT1hS3KSNdDMqWJSaNUxvz7cvkmW740aYtemLlNZvztH1jQJg6tmSGT+1aIK/3L7lPzUkwEos1+0cvQ8dSLW5aRLiav/8HVM8wMApF/N9jyuVnMd/TM7fLTP5E/Rzrz4L0L8pfCa/a/2dJp5AYxsbiopWG1gOxfRX/PRP5YHZRF5r9oJdPEO6aa1FsN40i9Fa3NwtofT1DA7VM6BgfsYFCCXczTt99FeErfBcjHa2DUeWJ1OzSuI4PXvyv2C94DTnE15FFZnyIO/C+22Qseh7MpDoFsfdL/w18jH9F4H7EuM7M/2jcSk3vNzPQw3ztmAWt7wmyxn/vKN32Q26hlFqQOmIWpKSVPIHjzeLFHfp2UC7f6tZPAnackpW1t1DeFUBEFBNwL1UH88ePHO281deGCBQvkgAN2zcaZO3euM4ugfv368uuvv0qtWrVk6dKlef6Oqw889OnTR9avXy/vvRchVZ17Ul4RQAABBBBAwBEgMMAHAQEE8i2wZYctx5uUIYvWRB/I05NounvNpb8t8nhkTn903bQvL68k+1b2fuo5p2IcP2w1Mx20zzoAGUvRPmsWC790JuFtlDeD+l+YAcv9qpiDfErvNzfKxwv8n6YOP8w8aBrxqe7Q+qaqGcytIEftF/9T3qHt8HNqC+g/gHXh66981uXw6n08nyP9Pf34kgomyJT/z1GktRC8+hfPtts6lpWrj8mdpiGe44uqbn6CAm5f0zI48K9ZPF1zdv/nn3rKvf54Xq0r2krg7lPjOcSpa2/bKcHTRojoYsSJLCbdTOCNC8Uq5f/nQiJPV9Lbss0aA8FjzayBWP/g1qik+U6NuTSrLYFJ5qnujMT93STmc1OxyAXs7eZ74oyRu2YKJbI3bRvsWsskLHVaok5hvz9bghe/mru5+tXEGtRBrLMOL9LP8xVXXCHPPPOMlCpVSq677joZPHiw08+1a9c6KYROPPFE6datm7Rt21Z27twpP/zwgzRv3jznWrZt2yb9+/eXv/76S9555x0pV65czj5+QAABBBBAAIHIAgQGIvuwFwEEogh89/dO6f7ixohpbaI04btb1yjQdESJLt8v3SndXkhOn4d2zZLzDjePakcoOvug43MbZPnGOAYiIrQXuusak5rlfx1zr20Qup+f00dg8dpsOeG5jbJ2a+I/R7d2KCv92xRs4D1oBtp6v7lJPlkYexAslrvTzcykec6kSYpnQeRY2k12nXiCAvqEpJbGjRvn6lZaBgcWLpfg6WaQLUHBAcs8xW090j3fnw/bLAgaPHNUbOmKct0dnzfH1JfAqxeIVSHynws+R7M5nwLBF78V+7p383l0hMPMEwuBj68U66B9IlRiV7oL2GaB8WCP50V+SFAQ8cj9TfDQLLiepO8JJ4VQW5NCaOXuGasaELi2vVg9mhdpQMD9nOgMgQ4dOsh+++0nN954o9SpU0d+/PFHefDBB6V79+7y0EMPSSAQkNdee00uueQSZ3Hh++67T2rXri0zZ86UIUOGOEGD0aNHS2ameUKHggACCCCAAAIxCxAYiJmKiggg4Cfwxs/b5ZrxERaR9DswwvarzQD3bUkc4NZFV68yi64mckj1SpMy6c5OsQ3K/2gWkD3z5Y2ycXsEhDh3ac71kWeZvNr69COlRAjojAHN5x/rg7GxoMSzcHi09nSGzoVmkexI6w1EayN0vy6qPcIEBTJ1Kk8xKvEEBfSyqlWr5lzdqlUmf31YScvgwD/rJHiReZK1IE/qm6e3rdtOkkC/Y8PE4n9rb94u9oB3xB73S/wHhxxh9W4l1uBuYpmFiymFLxA0a1jYZi2LhBUzlSrwYm+xTjw4YU3SUPEVsLeYNU8GjhX7nZ8KdBFWzxZiPXSaWGWTN6AdvPR1sd8132cpFhAIhVuzZo1MmTJFpk6dKvrnnM4I0BRDxx13XGg1+fvvv2XYsGFOnY0bN8rBBx8svXr1cgIDuSryBgEEEEAAAQRiEiAwEBMTlRBAIJrAmyY4cO2EzQmZOTCwbRm5uX1sA+zR+hVpvwYHBryfmD73b1NGbu0QX5915kLvNzbJygiLIUfqf+i+sw7NFJ1hUUrzxVBKlMD0P3fIhWM2y7oEzBy4wCwI/OApWQkNLumC3bqux7BvtuX7vujHeoD5XrjhuLIJ7Vu+OxTHgfEGBbTpxx4zT3aaMnDgQOc1/H9pGRwwi/fqIK49ZIqIeRo3rnJUPQnoAHzTWnEdFq2y/d4sCd41UWTJ2mhVc+9vuLcE7jlVrE4MIOeGKfx3wbs/EvvJLwp+Yp0pMKInQYGCS6ZdC7ouRfAO8z2xeE1812by+mvKM+uk3DPD4mskem0nhdA9H6XUDIHovaYGAggggAACCBSWAIGBwpLmPAiUAIGZJq1Qv3c3x7zmQDhJ1SxLHj41S7o2Tnz6oPBzue91cP5K7XOMaw64x7mv2ueHzEBqt0Py1+el64JytZltMe3P/KVb0YWKNXVQ31akqXDvSUl8XbQ625kB812Uhan9bHSh4ntOjJ4Gy+/4WLZ/u2Sn3D5pi/y4LMZFRnY3emTdDLnb9K157eL31HV+ggKxWGqddAwO6HXZG7aK/epMsd82T+H+vFQ3eRfzodWBdyd1UJsG3nUSsNXekS32e7+I/foPItP/EDEBDM+iq3u3ayiBni1FujRJifQcnv0sgRuD5klp2ywsLWu35O/qdU2BYWeTPih/eiXiKOd7Yvwssd8w3xNf/h75e8J8X1nntRSra9Okf0/oekTy6QIRs8g2a2KUiI8iF4kAAggggEDcAgQG4ibjAAQQiCSgqUNGfLtNnjFPB8f6JLwObl/QoozJaV5GqpYr/MX8tM/PzdjV5xWbYksulGXGKPuYPutTzNUS0Of35myXIV9ulXkrfAadwtAzDVOPZqXlumPLJnRx5rDT8LYYCegAwFu/7JDHpm2NeXHtsuZzfN7hpWVg27KyT8XC+d3TGQ6afkzXHli9xfv3rUZ5Szo2ynT6dmTd4hcQ0I9NMoMC7scyXYMD7vXZq00+bBMcsPWJfRMwEF3stXoFsRrVEDlkn0JfzNfeZHK/aX/+NCme3EHmvcx6F2aGgJjZCla5/AWI3evlNXkC+lmyh34u9kszRPQ+xlLqVhFrgMnDfr4ZxGWh4VjEqGMENBWZ8z1hFsHO+Z6okrXre+LQ2nxP8ClBAAEEEEAAgZQSIDCQUreDziCQPgLbzGD7pIU75OMFO0SfYl68JijZIWOAdSpZzhPAJxxQSrqap+0rlin6FDjbTQcnmf66ff7Lp88dTZ91hkAy+qxPVU+ct0O+XbxTFqzMzrUGwb6VLTm0Zilp39Ccv3FmkQRR0ucTmr5XogECXXtg4nzzOVqSLb+bz9GmHbuuV3/L6lYJyGG1MqR9g12/e5XLFt3vns50WGR+z9aZAIF+PexlZuA0rBaQupVNvvhivFZGYQQF3E9wugcH3OvkFYFECDgzUib+ap6ini/2j3/vShPlzgLRSGmj6mK1rmfSu5g0UMcdIJZZ8JSCAAIIIIAAAggggEC6ChAYSNc7y3UhkGICO02e8fUmB7oGB3QgsnQxWDxUc6Nr3vai7POWHbbsNJMITHrjYpdbPcU+giW6O5vN50jHvvgcJf9jsHnzZqlfv74sX74852T33nuv3HrrrTnvE/2DV3DghRdekAsuuCDRp6I9BNJKwA6aL8bNJnJqApGWfkFSEEAAAQQQQAABBBAoQQIEBkrQzeZSEUAAAQQQQCD5AtOmTZOTTz5ZNm7cKPkJCvz+u8lRbUrDhg1j7mxocOCiiy6SUaNGFetZFzFfOBURQAABBBBAAAEEEEAAAQTyJUBgIF9sHIQAAggggAACCPgLaHDgq6++khtuuMG/ks+e6tWrO3tWrFjhU8N7swYHRo4cKUOHDpUAKVC8kdiKAAIIIIAAAggggAACCCDgCBAY4IOAAAIIIIAAAgikkMDgwYOd3tx8880p1Cu6ggACCCCAAAIIIIAAAgggkE4CBAbS6W5yLQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIRBEgMBAFiN0IIIAAAggggAACCCCAAAIIIIAAAggggAACCKSTAIGBdLqbXAsCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAlEECAxEAWI3AggggAACCCCAAAIIIIAAAggggAACCCCAAALpJEBgIJ3uJteCAAIIIIAAAsVeYMmSJc411K1bt9hfCxeAAAIIIIAAAggggAACCCCQmgIEBlLzvtArBBBAAAEEECihAvvss49z5f/9918JFeCyEUAAAQQQQAABBBBAAAEEki1AYCDZwrSPAAIIIIAAAgjEIXD77beLZVly1113xXEUVRFAAAEEEEAAAQQQQAABBBCIXYDAQOxW1EQAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoNgLEBgo9reQC0AAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIHYBAgOxW1ETAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFiL0BgoNjfQi4AAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHYBQgMxG5FTQQQQAABBBBAIOkC//77r7P48D777JP0c3ECBBBAAAEEEEAAAQQQQACBkilAYKBk3neuGgEEEEAAAQRSVKB27dpOz5YtW5aiPaRbCCCAAAIIIIAAAggggAACxV2AwEBxv4P0HwEEEEAAAQTSSuCGG25wruehhx5Kq+viYhBAAAEEEEAAAQQQQAABBFJHgMBA6twLeoIAAggggAACCCCAAAIIIIAAAggggAACCCCAQNIFCAwknZgTIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQOgIEBlLnXtATBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSSLkBgIOnEnAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdQRIDCQOveCniCAAAIIIIAAArJ69WpHoWrVqmgggAACCCCAAAIIIIAAAgggkBQBAgNJYaVRBBBAAAEEEEAgfwJ169Z1DlyyZEn+GuAoBBB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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<figure>\n",
    "<p>\n",
    "  </p>\n",
    "   <figcaption>   \n",
    "<strong>Figure 2:</strong> <em> \n",
    "A prototypical $N = 1$ dimensional input shown from the regression perspective (top panel) and from 'above' (bottom panel) where label values are illustrated as colors (red for $+1$ and blue for $-1$).  A logistic regression fit providing perfect separation is shown in the top panel, along with the input line to `tanh` that defines the decision boundary for this problem (where this line pierces the input space).  Predictions are then made in the future based geometrically on this line / decision boundary, with predicted regions annotated in the bottom panel.\n",
    "</em>  </figcaption> \n",
    "</figure>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "However a linear predictor - a linear decision boundary - is quite inflexible in general and fails to provide good separation even in the simple example below.  Here we clearly need a `model` function that can cross the input space (the x axis) twice at points separated by a large distance - something a linear model can never do. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load data\n",
    "data = np.loadtxt(data_path_2,delimiter = ',')\n",
    "\n",
    "# load in input/output data\n",
    "x = data[:-1,:]\n",
    "y = data[-1:,:] \n",
    "\n",
    "# plot dataset\n",
    "demo = section_10_4_helpers.ClassificationVisualizer(data)\n",
    "demo.plot_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "What sort of simple function crosses the horizontal axis twice?  A quadratic function is a simple example.  If adjusted to the right height a quadratic certainly can be made to cross the horizontal axis twice and - when shoved through a `tanh` - could indeed give us the sort of predictions we desire.  This idea is drawn figuratively for a dataset like the one above in the Figure below, where a dataset like the one we are examinig is shown both from a regression perspective (top panel) and 'from above' where label values are represented by unique colors (bottom panel)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<p>\n",
    "</p>\n",
    "<figcaption>   \n",
    "<strong>Figure 3:</strong> <em> \n",
    "An example dataset like the one we are currently looking to learn a classifier on (shown from the regression perspective in the top panel, and 'from above' in the bottom panel).  Here we show what a quadratic model could achieve in terms of providing a proper decision boundary consisting of two distinct and separate points, with the proper regions of the space classified accordingly. \n",
    "</em>  </figcaption> \n",
    "</figure>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Using a generic quadratic function as our `model` takes the form\n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}(x,\\mathbf{w}) = w_0 + xw_1 + x^2w_2.\n",
    "\\end{equation}\n",
    "\n",
    "Notice here how we have two *unparameterized* feature transformations: the identity $f_1(x) = x$ and the quadratic term $f_2(x) = x^2$, and so we may write the above equivalently as\n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}(x,\\Theta) = w_0 + f_1(x)\\,w_1 + f_2(x)\\,w_2\n",
    "\\end{equation}\n",
    "\n",
    "where here the weight set $\\Theta = \\left\\{\\mathbf{w}\\right\\}$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will then tune our parameters via applying gradient descent to minimize the Softmax cost, and to speed up its convergence we will apply *standard normalization* (as discussed in [Section 9.3](https://jermwatt.github.io/machine_learning_refined/notes/9_Feature_engineer_select/9_3_Scaling.html)) to the input of the data.  With our weights tuned and our predictor trained we can then plot the resulting fit / separation.  In the left panel we show the original dataset - from the regression perspective-  along with the nonlinear fit provided by our nonlinear logistic regressor $\\text{tanh}\\left(\\text{model}\\left(x, \\mathbf{w}\\right)\\right) = y$.  In the right panel we show the same dataset only in the transformed feature space defined by our two features.  Here a datapoint that originally had input $x_p$ now has input $\\left(f_1\\left(x_p\\right)\\,,(f_2\\left(x_p\\right)\\right)$.  In this space the separation / decision boundary is *linear*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# our quadratic feature transformation\n",
    "def feature_transforms(x):\n",
    "    # calculate feature transform\n",
    "    f = np.array([(x.flatten()**d) for d in range(1,3)])   \n",
    "    return f\n",
    "\n",
    "# parameters for our two runs of gradient descent\n",
    "w = 0.1*np.random.randn(3,1); max_its = 500; alpha_choice = 10**(2)\n",
    "\n",
    "# run on normalized data\n",
    "run = section_10_4_helpers.BaseSetup(x,y,feature_transforms,'softmax',normalize = 'standard')\n",
    "run.fit(w=w,alpha_choice = alpha_choice,max_its = max_its)\n",
    "\n",
    "# plot data and fit in original and feature transformed space\n",
    "ind = np.argmin(run.cost_history)\n",
    "w_best = run.weight_history[ind]\n",
    "demo.plot_fit_and_feature_space(w_best,run.model,run.feature_transforms,normalizer = run.normalizer,view = [25,35])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "What we see with this example - a nonlinear decision boundary in the original space being simultaneously *linear* in the transformed feature space - always happens in practice if we have chosen our features well (i.e., as to provide a good nonlinear decision boundary in the original space).  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also notice here that since we have used two features our feature space is one dimension larger than the original space.  As was the case with regression this is true more generally speaking: the more feature transforms we use the higher the up we go in terms of the dimensions of our transformed feature space / linear separation!  In general if our original input has dimension $N$ - and is written as $\\mathbf{x}$ - and we use a `model` function that employs $B$ nonlinear (parameterized or unparameterized) feature transformations then our original space has $N$ dimensional input, while our transformed feature space is $B$ dimensional.  Note here that the set of all weights $\\omega$ contains not only the weights $w_1,\\,w_2,...,w_B$ from the linear combination, but also any features's internal parameters as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### <span style=\"color:#a50e3e;\">Example 3. </span> Finding an elliptical boundary separating two classes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Let us examine the following $N=2$ input dataset below, visualized the regression perspective (left panel) and 'from above' (right panel)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create instance of linear regression demo, used below and in the next examples\n",
    "demo = section_10_4_helpers.NonlinearVisualizer(data_path_3)\n",
    "x = demo.x.T\n",
    "y = demo.y[np.newaxis,:]\n",
    "\n",
    "# an implementation of the least squares cost function for linear regression for N = 2 input dimension datasets\n",
    "demo.plot_data();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Visually examining the dataset it appears that some sort of elliptical decision boundary centered at the origin might do a fine job of classification.  Thus we set our `model` function to the general parameterized form of such an ellipse   \n",
    "\n",
    "\\begin{equation}\n",
    "\\text{model}(\\mathbf{x},\\Theta) = w_0^{\\,} + x_1^2w_1^{\\,} + x_2^2w_2^{\\,}.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Parsing this formula ,we can see that we have used two feature transformations $f_1(\\mathbf{x})=x_1^2$, $f_2(\\mathbf{x}) = x_2^2$, and the parameter set $\\Theta = \\left\\{w_0,\\,w_1,\\,w_2\\right\\}$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With our weights tuned - by minimizing the Softmax cost via gradient descent - we can plot the data in its original space (left panels) - along with the nonlinear decision boundary provided by the trained predictor - and in the transformed feature space (right panels) - where the corresponding decision boundary is linear.  In each panel we color a region of space by what class our predictor assigns it post training.  Indeed our presumption of an elliptical boundary seems like a good one here - as our classification results are quite good."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a elliptical feature transformation\n",
    "def feature_transforms(x):\n",
    "    # calculate feature transform\n",
    "    f = x**2  \n",
    "    return f\n",
    "\n",
    "# parameters for our two runs of gradient descent\n",
    "w = 0.1*np.random.randn(3,1); max_its = 1000; alpha_choice = 10**(0)\n",
    "\n",
    "# run on normalized data\n",
    "run = section_10_4_helpers.BaseSetup(x,y,feature_transforms,'softmax',normalize = 'none')\n",
    "run.fit(w=w,alpha_choice = alpha_choice,max_its = max_its)\n",
    "\n",
    "# illustrate results\n",
    "ind = np.argmin(run.cost_history)\n",
    "w_best = run.weight_history[ind]\n",
    "demo.static_N2_img(w_best,run,view1 = [20,45],view2 = [20,30])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Implementing nonlinear two-class classification in `Python`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The general nonlinear model in equation (4) above can be implemented precisely as described in [Section 10.2.4](https://jermwatt.github.io/machine_learning_refined/notes/10_Nonlinear_intro/10_2_Regression.html). since - indeed - it is the same general nonlinear model we use with nonlinear regression.  Therefore, just as with regression, the we need not alter the implementation of any two-class classification cost function introduced in Chapter 6 to perform nonlinear classification: all we need to do is properly define our nonlinear transformation(s) in `Python` (if we wish to use an automatic differentiator then these should be expressed using `autograd`'s `numpy` wrapper).  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "For example, one way to implement the feature transformation used in Example 3 is shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# feature transformation shown in Example 3\n",
    "def feature_transforms(x):\n",
    "    # calculate feature transform\n",
    "    f = x**2  \n",
    "    return f"
   ]
  }
 ],
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